Doctoral Dissertation Enhancing Profitability, Efficiency, and Quality Standards in Automotive Accident Repair Shop (Bodyshop)

IIBM INSTITUTE OF BUSINESS MANAGEMENT
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[DOCTORAL DISSERTATION]
Enhancing profitability, efficiency, and quality standards in automotive accident repair shop (Bodyshop)
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I declare that I have elaborated the doctoral dissertation entitled Enhancing profitability, efficiency, and quality standards in automotive accident repair shop (Bodyshop) independently, under the expert supervision of my thesis/dissertation supervisor, and using only the literature and sources cited therein, and that the thesis/dissertation was not used within the scope of a different university programme of study or to obtain the same degree or a different degree. I consent to the publication of the thesis/dissertation in accordance with legislation and with IIBM Institute internal regulations.
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Abstract
The automotive accident repair industry is an essential part of the automotive after sale system, which is highly important in terms of profitability of the organization, satisfaction of customers and long-run competitive advantage. Nevertheless, there are still some automotive bodyshops struggling to overcome some chronic problems such as operational inefficiencies, unreliable service delivery, long delivery time, and too much dwindling profitability especially in a highly competitive and technological market. This paper explores strategic management in improving profitability, operational efficiency and quality in the automotive accident repair bodyshops with particular emphasis on after sale service operations.

Following the principles of service operations management, performance management, quality management, and lean, the research pays a wholehearted analytical approach to the relationship between service processes and technological adoption, resources allocation, and their customer experience. The paper examines major operations issues that are encountered by the experienced automotive bodyshops and how effective process modelling, lean methods and quality management methods are in enhancing service delivery. The focus is on the dependence of the effects of structured service operating, technological capacity, and the appropriate customer communication on the operational performance, service quality, and customer satisfaction.

The research results are empirical evidence of how customized operating strategies can have a great impact on productivity, less process inefficiencies, increased service quality, and solid profits in the automotive accident repair industry. The research has theoretical value in furthering the body of literature on automotive after-sales services management and also a practical use in the study through providing practical suggestions that can be adopted by managers and practitioners in the industry. In the final analysis, this study also shows the strategic nature of making service operations in automotive bodyshops maximized to realize long-term performance gains and excellence customer value.

1. Chapter 1: Introduction
1.0. Introduction
The introduction section gives readers a succinct overview of the background of the automotive body shop industry and the challenges faced by the industry. Further, this section laid out the groundwork for a comprehensive investigation of the strategies and actionable solutions that are important to enhancing profits, efficiency, and quality standards in the automotive accident repair bodyshops. The chapter then elucidates the problem statement and significance of the study, along with the purpose of the study. Afterward, this chapter discusses the scope and delimitations, provides operational definitions, and demonstrates a clear structure for the research.
1.1. Background of Study
Notably, the automotive sector is deemed a relevant element of worldwide commerce, offering vital facilities to clients and establishments. It is said that as the globe continues to emerge technically and ecologically, the demand for effective and authentic transport remains sustained (Haque et al., 2021). In the current environment, the relevance and notability of automobiles might not be ignored. It is said by Albatayneh (2024) that cars are utilized for routine activities, mentioning the prominence of the repair and maintenance of automobiles at the time they break down and a decent client relationship to be prominent in this cutthroat market. Typically, the automotive sector is established on the basis of manufacturing-driven sales, and auto repair facilities as an after-sales facility were identified as a secondary means to resolve issues arising within the guarantee period after the sales of fresh cars (Ahmadian et al. 2023). Due to this, the automobile bodyshop organizations have emphasized optimizing technological and repair procedure expertise with the aim of offering after-sales facilities with greater cost-efficacy in respect of time (Hong and Kim 2020).
It is stated by Arlinghaus and Knizkov (2020) that after-sales facilities like repair and maintenance have become progressively vital in the business environment. These services are a vital field of the automotive sector since they entail entire facilities and advocacy offered to clients after they have bought an automobile. Such facilities offer a consistent point of contact between the business and clients, increasing well-being following the point of sale, and lead to constant client satisfaction, business trustworthiness, and re-purchases. Effective after-sales facilities progressively lead to business income streams. Based on the sector, companies produce around fifty per cent of their income via after-sales services, which might sometimes be increased by the sales of original goods. It is stated that technology has developed significantly within the after-sales facilities industry. Another scholar, Titu et al. (2025), found that the effective operation of automobile maintenance shops is vital to promising functions or operations. It is said that the advent of technologies via required components has altered the outlook of the automotive service sector and resolved numerous issues linked with inefficiency, data inaccuracy, and poor client service. It can be said that effective organization has a vital role in authorizing automobile bodyshops to overcome the challenges of managing intricate logistics, handling massive inventories, and providing suitable service delivery to a greater extent of client satisfaction. In contrast, the conventional methods of management usually lag in addressing such challenges, thereby leading to operational ineffectiveness, faults in data management, and poor client service. After-sales facilities have appeared as a main means of revenue stream for businesses, and it is broadly admitted that those companies might be categorized as high-margin. However, it is further deemed a more intricate endeavour (Abdullah 2023). It is said that each day, clients become more cognisant of their greater norms of facility quality that are driven by the appeal of the participants and the greater expectations that prevail. Hence, service quality is effective and meaningful for businesses, being acknowledged as a fundamental influential force for success. Furthermore, consideration must be given when a reduction in client satisfaction emanates from poor service quality (Demirel 2022).
Notably, it can be said that technological innovations, market variations, and emerging client expectations were all contributing to a significant change in operations management over the years. Further, the advent of Industry 4.0 has entirely modified the manufacturing procedures, facilitating more customization, efficiencies, and adaptability due to data analytics, automation, and other systems (Juneja and Aggarwal 2024).
1.2. Problem Statement
Globally, the automotive aftersales sector demonstrated incomes of $6.6 bn in 2018, divided between the workshop-like repair, maintenance, and facilities and the supply of spare parts. It can be said that the amount demonstrates 7 per cent of the entire OEM (original equipment manufacturers) incomes and 25 per cent of their profit, with the repair bodyshop demonstrating 90 per cent of the incomes. These figures mention the remarkable relevance of after-sales facilities in the sector. Also, it is found that the automotive industry has seen a decline in new car sales and profits from OEMs. It makes the after-sales services a vital source for profits (da Silva 2023).
Auto repair bodyshops are fundamental to automobile continuity and repair facilities. Nevertheless, it is found by Omojola et al. (2018) that because of ineffectiveness in the process and layout management, such services usually encounter challenges with lessened productivity, lengthened client waiting times, and increased functional costs. It is also shown by Harboe-Chaman et al. (2025) that the accumulation of downtime in service management is a sign of poor operations management, underscoring the necessity of reducing it to improve competitiveness and efficiency. The automotive sector has been facing surging dynamics, specifically in the after-sales service field, due to economic changes and varying client preferences. The economic emergency has highlighted such dynamics, driving clients to the low-cost and second-hand car market divisions (Titu et al., 2025). In such a setting, after-sales facilities become a relevant means of income and profits for after-sales companies. It is notable that consumer gratification in the competitive auto sector, as demonstrated by after-sales services, is deemed a fundamental distinguishing element (Harboe-Chaman et al. 2025). Nevertheless, the issue is the greater levels of inefficiencies and poor client services faced by traditional vehicle maintenance centres: postponements in service delivery, inventory handling faults, and confused client relationship management (Sellitto 2021). Due to such issues, businesses choose to increase their value by providing quality after-sales services and assess the same via developed measures. The entire problem faced by bodyshops highlights the chances of surging operational performance and clients' opinions about the quality of the services. The current study focuses on the automotive bodyshop repair segment of different companies that are confronting manifold issues, which can be divided into the following classifications:
Client experience: Lessened client gratification and service quality;
Functional/operational performance: undesirable efficiency and productivity of the resources;
Corporate performance: feeble profitability of the repair workshops.
So far, research on automotive bodyshop services has focused on technical management, such as improving managerial systems and technical maintenance. However, studies on service quality and client experience are lacking. It is essential to study clients experiences in automotive accident repair shops, as service managementparticularly collaboration with clients and their contact with provided facilitiesshould take precedence over production management focused solely on maintenance and repair.
1.3. Research Objectives and Purpose Statement
1.3.1. Research Aim
This study seeks to explore the strategies for automotive bodyshops to improve their profitability, efficiency, and quality standards through their operations.
1.3.2. Research Objectives
The research objectives of this study to fulfil the primary aim are mentioned below:
To analyze after-sales service procedures in a comprehensive manner, considering their inter-associations and their influence on overall efficiency or performance.
To examine the particular challenges and prospects of the automobile accident repair industry and suggest situation-specific practices.
To study technological solutions adopted by automotive bodyshops to enhance the quality of after-sales services.
To interpret study outcomes in real and significant measures to refine profitability in the automotive accident repair industry.
Below are the research hypotheses that were formed to direct this study:
Tailoring service operations in an automotive accident repair services company has a positive influence on the performance/efficiency and client satisfaction.
Certifying technological capabilities and methodical adherence in the identification and repair operations contributes to optimized service quality and lessened faults.
Improving the allocation of resources and client conversation has a positive impact on the efficacy of automobile scheduling and reception operations.
1.4. Significance of the Study
Theoretical Significance
The outcomes of this study are significant and are likely to contribute to the wider know-how domain on the incorporation of strategies in automotive bodyshop management and offer effective perceptions to industry professionals, inculcating confidence in the strength of such solutions. Automobile organizations play an undeniable role in the sustainable development of a nation by offering auto repair services to civilians. The outcomes of the current study pose a higher relevance for the management of auto repair companies via recognizing substantial and accurate methods in their after-sales facilities to keep the current clients and appeal to the new ones (Makarova et al., 2023). It is anticipated that this study would advance scientific understanding of supply chain management in the automotive sector and act as a manual for other businesses looking to enhance customer loyalty and service quality (Harboe-Chaman et al. 2025). Additionally, other keen scholars in this field might employ it as a means for comprehensive and subsequent research. The outcomes and suggestions from this study can facilitate managers of auto repair companies to increase and enhance the benefit of clients, workers, suppliers and native communities. The findings of this study offer empirical affirmation theoretically to the theoretical literature on optimized efficiency, profits, and quality standards in the auto repair shops. The literature has asserted that the quality of services can be gauged with aspects as per definite attributes of the sector and setting of study, so it might lead differently to the service quality literature and client satisfaction (Murrar et al., 2021).
Social Significance
To the know-how of this research, the current study is a novel empirical investigation which validated the dimension of after-sales repair services with instruments adjusted from others as measures of service quality. Moreover, the outcomes might lead to the social exchange theory on the common benefits attained by the parties in a constant relation between the client and the after-sales repair service shops or businesses (Vigneshwaran and Mathirajan, 2021).
Practical Significance
Practically, the substantial favourable relation between after-sales service quality standards and client satisfaction asserts that the Middle East car manufacturers must focus on providing high excellence of services to attract more trustworthy clients. It provided empirical evidence to the automobile carmakers that the operational quality is the most impactful aspect to show service quality and hence to increase satisfaction. The management needs to refine the operations of after-sales services of auto repair shops since it is shown that after-sales service is significantly associated with the quality standards of the service. The study assists the nationwide car manufacturers to organize and allocate their restricted resources as per the desires and current demand of clients in the after-sales auto services.
1.5. Assumptions and Delimitations
1.5.1. Assumptions
These indicate the facts supposedly true though not validated, and these advocate a clear, practical rationale for research (Dothan, 2025). For this study, the major assumption was that the survey questions were sufficient. Further, the information of the respondents was precise and produced realistic outcomes. The know-how level of respondents assisted in providing guidance for the study. Next, the respondents have preserved all essential records to advocate for management decisions. Lastly, it was supposed that the respondents told the scholar the truth regarding their operation with the aim of helping answer the research objectives.
1.5.2. Delimitations
The notion of delimitations assists in describing the limits of the study and arguments. These represent all the attributes which emanate from the limitations of the study (Coker 2022). The boundaries, as mentioned in this study of auto repair businesses in the Middle East operating for over 10 years with over 1k workers, narrowed the boundaries of the study. Moreover, the study scope of operational and technical strategies utilized to optimize the business beyond 10 years did not entail the sustainability schedules beyond operational and technical strategies. Long-run growth aims, marketing practices, and financial engineering schedules are not within the scope of this study.
1.6. Operational Definitions
The current study utilized certain conceptual and operational terms which are associated with the research questions to define certain words in this research.
After-sales service: It is defined as all the services provided by an automotive bodyshop after the client has bought the automobile and has begun using it. These services are the ones which are considered to be added to the automobile after it is offered to the client and are essential to certify the quality and authenticity of automobiles throughout their life, which is further vital for client satisfaction (Velimirovic et al., 2022).
Customer satisfaction: It is defined as the emotional feeling of after-sales facility clients from their experiences with the after-sales facilities provided by brands, which signifies the divergences between the actual efficiency of the after-sales facility and the wish and expectation of clients for such services (Nasir et al., 2021).
Service quality: It is defined as the extent to which client needs are fulfilled with expectation. It is a form of perception that associates with gratification, though it might not be equal (Baffour-Awuah 2018).
Performance: It indicates the capability to work on something which is attained, and it is a neutral truth which can be known and noticed. Performance in the automotive repair service setting is an integrative theory which entails fiscal, operational, and client satisfaction aspects (Titu et al., 2025).
Productivity and efficiency: Productivity, as a key indicator of operational performance, measures the use of accessible resources. Efficiency reflects the capability to fulfil the work within the quality time assigned (Adesina et al., 2024).
1.7. Research Structure
The current research is segmented into 5 chapters, which offer a careful elucidation of the project, its framing, the methods employed during its execution for the identification of problems and designs of solutions, and their pertinent executions. The structure of this study is as follows:
Chapter 1: Introduction
This chapter offers an introduction to the subject, demonstrating the industry in wherein the project is positioned, and the methods followed through its execution. Furthermore, the research objectives and questions to be attained at the end of the study are also mentioned in this chapter. The study scope, research significance and contributions to the practitioners and scholars, operational definitions, and structure of theses were discussed.
Chapter 2: Literature Review
This chapter delineates the overview of the prospective literature carried out by diverse researchers on the topics, identifying their relevant variables such as business performance or efficiency, quality standards for customer satisfaction, and profitability of business. It further reviews theoretical and empirical evidence on automotive accident repair services, quality standards, profitability, and efficiency. It summarises the literature gaps and provides a strong outline for the subsequent chapters.
Chapter 3: Research Methodology
This chapter represents the methodology employed in this study. It provides an elucidation of the study framework. It specifically delineates research design, study approach, methods, sampling technique, data collection, analysis, ethical considerations, and more. It elucidates the establishment of hypothesis statements that have been defined in terms of the association between optimized operations of after-sales auto repair services and customer satisfaction, profitability, and efficiency.
Chapter 4: Results and Discussions
This chapter demonstrates the results and discussion, which includes the presentation of gathered data, their interpretation, and subsequent discussion on the analyzed findings.
Chapter 5: Conclusion and Recommendations
It offers conclusions and provides recommendations from the entire study. It may summarise the findings of the entire research. Further, it contains the limitations of the study and the scope of future studies. It also provides the theoretical contribution and managerial implications from the study. The recommendations in this chapter served as a direction for the subsequent study.
2. Chapter 2: Literature Review
2.0. Introduction
The literature review chapter aims to address the most relevant data associated with the areas being explored, advocating the path taken by the study theoretically. This section initiates with the explanation about the support theory, which advocates and directs the studys conceptual outline. The theoretical framework that served as a pillar of support for the implementation of the study is summed up in this chapter. This section further aimed to review the previous literature and researchers with respect to the strategies to optimize auto repair service operations and their impact on customer satisfaction, efficiency, profitability, and quality standards. These subjects were chosen to guarantee the best possible contextualization, including both a theoretical understanding of the issue and the actual methods and strategies employed. The decision was made with the goal of gaining a thorough grasp of every facet of the topic. The first section emphasizes the theoretical framework. Further sections present a deeper understanding of topics such as automotive aftersales services, the automotive industry, the relation between service quality and customer satisfaction from aftersales services of automotive bodyshops, strategies adopted by bodyshops for operational efficiency, and so on. Every section begins with the relevance of the factors to be explored and is followed by what was investigated, considering the relation between variables.
2.1. Theoretical Framework
The section delineates the fundamental theoretical aspects that guide the entire study and offer an outline to comprehend the approach to service operations and performance optimization. The study drafted numerous developed theories and guidelines as follows:
2.1.1. Service Operations Management
The administration of activities that provide a business's services to consumers is known as service operations management. It includes organizing, creating, and overseeing service delivery procedures to guarantee effectiveness, excellence, and consumer satisfaction. In order to improve customer satisfaction and efficiency, this idea comprises the design, control, and optimization of service distribution systems. In order to enhance workflow and resource allocation, this concept has been used in this study to evaluate and model the variety of actions in the auto accident repair service context (Titu et al., 2025).
2.1.2. Performance Management
Without a comprehensive set of performance metrics that considers the diverse aspects of organizational performance, it becomes challenging for organizations to fully leverage systematic benchmarking efforts aimed at enhancing various dimensions of their performance. The selection of KPIs (key performance indicators) and methods for gauging and evaluating the impact of service operations optimizations are guided by these theories. This study examines performance in a number of categories, including financial performance, client happiness, and operational efficiency (Velimirovic et al., 2024).
2.1.3. Quality Management
In automotive service companies, quality management is a strategic instrument for improving performance. The methodology used in this study is based on the fundamentals of quality management (QM), which include defect avoidance, client focus, and continuous improvement. It also entails every level of the organization's hierarchy and seeks to enhance both business performance and customer happiness. The scholars in this study focus on the relevance of obeying norms, reducing faults, and constantly fulfilling client expectations to attain after-sales service excellence (Psarommatis and Azamfirei 2024).
2.1.4. Lean Principles
Originating from the TPS (Toyota Production System), lean principles notify the approaches to eliminate waste, simplify operations, and surge value for clients. Implementing such practices into automotive repair bodyshops might lead to refinement of overall efficiency, specifically by lessening waste and increasing productivity. Although lean principles have a lot of potential, the degree of organizational commitment and context-specific elements determine how effective they are (George and Obinna Richard 2025). For this study, the scholars pursue recognizing and eliminating non-value-added actions to improve productivity and lessen completion time (Naciri et al., 2022).
2.2. Process Modelling Concept
One or more of a company's operations are covered by a process, which consists of a number of successive and occasionally concurrent stages. As opined by Rosenthal et al. (2021), process modelling is said to entail making graphical depictions of the workflows and business processes in order to optimize them. Scholars Attarfi and Dachyar (2022) found that process/operations modelling is deemed an organized and structured strategy to assess, design, and refine work and actions in a company. Another study by Titu et al. (2025) mentioned that, with respect to automotive after-sales services, the concept of process or operations modelling entails recognizing, documenting, and refining the stages included in the service distribution, from the starting client engagement to the fulfillment of the repair of the automobile. This concept further aims to remove inefficiencies, lessen costs, and improve the quality of facilities offered, thereby leading to the optimization of the entire efficiency of the company. Therefore, it can be implied that businesses that wish to boost productivity and maintain their competitiveness in the car after-sales industry must use the process modelling concept. It can further be inferred that process optimization is a method that managers can utilize to significantly increase productivity, profitability, and customer happiness.
2.3. Concept of Quality
The recognition of current operational situations is extremely vital for the tactic of quality optimization in the corporate scenario in the manufacturing as well as service sectors. In the same vein, it has been found by Fathurohman et al. (2021) that, particularly in the service sector, it becomes crucial to constantly identify and assess the quality of service that can be felt simultaneously in the process in order to maintain both the organization's reputation among customers and the quality of service. It has been asserted by Singh et al. (2023) that quality is deemed a vital success force in the automotive sector in areas of after-sales and production of automobiles. It is further said that quality indicates the extent to which the facilities provided adhere to technological and security norms, fulfil client needs and expectations, and are offered in a successful and efficient way. It has been opined by Saidin et al. (2018) that service quality means the subjective assessment or judgement of the service provider's overall level of quality. Certifying service quality entails persistence, usage of main spare parts, obedience to work processes, and constant workforce training. To support the finding, it is asserted that consumers in the automotive repair service recognized service quality as a vital force to influence consumer loyalty via gratification and faith (Lagat 2021).
2.4. Automotive Industry
There is no doubt that the engineering, production, distribution, and maintenance of both personal and commercial vehicles are all included in the automotive sector, which is a significant economic aid. There have been numerous updates in this industry for many years due to technological advancements, ecological limits, and other trends (Ahmadian et al. 2023). It has further been asserted that this sector encompasses several phases of a whole life cycle, such as design and production, after-sales services, and end-of-life, each of which is vital for surging the societal, economic, and ecological worth. To know the total influence of such phases, another scholar used a lifecycle analysis framework that facilitates the manufacturer in making sustainable choices (Bongianino 2025). Moreover, it is found by Kridiawan et al. (2025) that automobile manufacturers have recognized the importance of a strategic after-sales service system in terms of customer loyalty, market share, and competitive advantage due to the industry's continuous evolution. With respect to technology implementation, it has been asserted that businesses are able to promptly and precisely meet client needs after implementing data-oriented after-sales facilities, which leads the business to attain a competitive advantage globally.
2.5. After-sales Service
Currently, businesses have been emphasizing the retention of existing clients instead of appealing to new clients. For a business, a vital source of competitive edge is the manner in which it deals with clients (Rosrio and Casaca 2023). As opined by Susilo and Ikhsan (2020), after-sales service is a set of operations encompassing every aspect of the integrated business to provide goods and services that customers find satisfactory and that help the company achieve its objectives. It is when a customer utilizes a service offered to fulfil the demands of the client following a purchase, including those related to maintenance and repairs of the goods or service. It has been asserted by Abdullah (2023) that after-sales services are also considered the source of competitive edge for a business, since with that portfolio, it can transform its offerings completely. Moreover, these services are offered to clients after product delivery to them. It can be said that such services entail actions arising after the product is bought and are committed to advocating for the client in its usage and disposal. These services are further found to optimize the use. As per Vigneshwaran and Mathirajan (2021), these services enable the business to involve clients after product buying, which further reduces the prospective issues associated with the use of goods and services and increases the client experience. In this view, another study by TESFAYE (2022) found that after-sales services delivery is considered acute since companies put their efforts into becoming economical, fulfilling client needs for offerings, and increasing profits. It can be said that appealing to a new client is around 5 times higher than the costs for keeping existing clients happy. Such services are considered product advocate actions, which signify all actions supporting the product-oriented dealings. Therefore, it can be inferred that after-sales facilities are the actions arising after the buying of the product and are committed to advocating for clients to use and dispose of the products to make them faithful (Mahr, 2023).
2.5.1. Relevance of After-Sales Services
According to the findings by Abdullah (2023), the after-sales services are deemed as the origin of income generation and differentiation, which are extremely profitable for a business when compared with the sale of the original product. Moreover, in a given product life cycle, it might provide three times the turnover of the initial purchase. One of the ongoing relationships that consumers have with a brand that affects their loyalty and level of happiness is after-sales facilities. Such services are further enabling a constant optimization of designs and excellence of products. In addition to adding to the customer value chain, after-sales service is seen as a source of business potential and competitive advantage. It necessitates a change from the conventional product-centric viewpoint, which views after-sales as a necessary evil, to one that is customer-centric (Habib and Sarwar 2021). Another study found that such services are considered additional service components offered by the service providers. These are mainly deemed as operational actions of certain individuals in the delivery chain. It can be said that in a market where there is fierce brand competition, an unpaid basic after-sales service is crucial to drawing in more customers (Usha and Thimmarayappa 2023). It is asserted that there are mainly three advantages to providing such services to clients. One of them is the capability to comprehend client necessities and desires. Another benefit is the establishment of a more precise database from rivals and the use of data gathered from market research in a tactical outline. Therefore, it can be said that it becomes extremely relevant for businesses to choose effective after-sales services to increase efficacy and efficiency to serve clients (Attarfi and Dachyar, 2022).
2.5.2. Automotive Aftermarket
It is reflected by Hsieh and Zhang (2022) that after-sales goods and services indicate practices associated with spare parts and facilitate after the sale of a good. Moreover, the segment of the automotive business that deals in the replacement of car parts is deemed the automotive aftermarket. The after-sales market usually entails delivery, manufacturing, retailing, and installation of every component of the car, accessories, and apparatus after the sale of cars by the OEMs (original equipment manufacturers) to customers. Another study by Kridiawan et al. (2025) in support of the above findings asserts that after-sales services in this industry entail all actions after the selling of an automobile. Such services are of strategic importance for the auto sector value chain since they serve as a means for clients to get advocated after the automobile purchase. It is said by Omojola et al. (2018) that the auto bodyshop and its apparatus are engaged to service and conduct repair operations on automobiles. Such bodyshops assist the car operators to run automobiles successfully and evenly, provide users satisfaction, and regain brand loyalty. These services perform a variety of tasks intended to guarantee the cars' optimal performance throughout their lives and enhance the customer experience. As technology has advanced, bodyshops have also changed to keep up with the newest developments in automotive technology. Since they were created specifically for that purpose, modern auto workshops can almost certainly resolve the majority of automotive issues. The primary functions of after-sales services include customer service, accessory sales, spare parts delivery, and field technical support. Further, such actions certify that the needs of the consumers are fulfilled rapidly and effectively and are vital to keep the automobile performing and developing incomes.
2.6. Customer Satisfaction in the Service Industry
The phrase "customer satisfaction" refers to how pleased a client is with the products and services they obtain from a company. It is associated with both goods and services. It is stated that a good or bad experience, a product or service selection, a salesperson, a location, a service provider, an attribute, or any combination of these can make a client happy (Sheeri and Madhurkar 2023). It has been asserted by Abdulkadir (2023) that customer satisfaction is considered the essence of organizations and is a vital component of optimizing business efficiency. It is also defined as the contrast between the real efficiency of goods and the foreseeable efficiency. It is stated that when the clients receive what is demanded from a good or service they utilize, client satisfaction is established. It is described as the choices that are formed by the sense that is impacted by some purchase choices. Another scholar, Amerta and Madhavi (2023), in this vein, stated that client satisfaction means a reaction from the contrast of product efficiency with multiple norms prior to, during, and after using it. A study by Noranee et al. (2021) discussed this concept with respect to the service industry by stating that client satisfaction is mainly associated with the extent of service quality, wherein there exists direct collaboration between the system, the client, and the operator. It is the extent of comprehensive satisfaction expected by the client and the services impact to fulfil the necessities, expectations, and wishes of clients. Not only do prompt responses and prompt problem-solving improve customer satisfaction, but the prompt correspondence of technically skilled personnel who help gather precise information from the customers also contributes to this effect. It further serves to reduce potential misunderstandings and incorrect assessments of the importance of crucial elements.
2.7. Relationship Benefits and Customer Satisfaction from Services
As opined by Nasir et al. (2021), the majority of the service organizations provide fresh facilities and advantages to constantly preserve relations with current clients and develop greater client satisfaction as per the personalization of client necessities. Due to the intangible attributes of a service, wider client contacts exist in the procedure of fulfilling client expectations. Collaborations with the client can generate a constructive faith or feeling that is fundamental for the endurance of the relationship. To retain clients, the relationship benefits demonstrated via collaborations between businesses and clients are vital. It has been found by Li et al. (2021) that apart from service quality, the role of a service provider is vital in the service provision. The positive feelings and experiences with service providers might be associated with their re-buying and favourable intent to provide feedback on the providers. It has been stated that businesses can increase 100% of their profit gains by retaining more than 5% of their clients. Client turnover might be linked with business profit surges via long-run relations with clients. Therefore, it can be said that the relationship benefits are those offered by a business to clients when the comprehension of clients of the company is improved after the businesss association with clients is preserved for some time via relationship development. Another scholar, Othman et al. (2021), suggests that these benefits are considered the major tactic to certify the service providers profitability and competitive edge. Organizations are required to preserve an association with clients for some period, and their consideration of clients is optimized throughout the process, in which the organization can effectively provide the advantages that clients desire. Moreover, the study by Hong et al. (2020) described various types of relationship benefits that can be offered to clients, such as social, economic, and more. There can be economic advantages in the form of what clients get on the basis of cost-saving and time. The benefits that can make clients feel empathetic towards the service organizations and facilitate social relations come under social benefits. Therefore, it can be said that the relationship benefits possess a partly significant impact on client satisfaction. It is further inferred that the establishment of elongated relations with clients can make a momentous impact on relationship excellence, client satisfaction, and client trustworthiness via robust service.
2.8. Quality of Services and Customer Satisfaction from Services
According to Hong and Kim (2020), service quality means the perception of a client of the entire quality of recognized service. To define it, the SERQUAL model is found as the most usual framework, which possesses five factors, namely reliability, empathy, tangibility, assurance, and responsiveness. It has been stated by the scholars Naini et al. (2022) that service providers or organizations need to refine service quality to surge client satisfaction. Nevertheless, it has been argued that due to the varying necessities and consumption trends of clients, on the part of changing service techniques and delivery channels, the vitality of subjective service quality is focused in current times (Amerta and Madhavi 2023). The scholar Naini et al. (2023) found that higher service quality can contribute to greater service satisfaction, which remains a fundamental force to form the zeal of clients to buy, impacting their emotional reaction, produced in circumstances where service efficiency surpasses expectations. It has been asserted that it poses a favourable influence on satisfaction and client buying, and influences forces like trustworthiness. Moreover, it can develop a constructive impact on service rebuying intentions.
2.9. After-Sales Services and Customer Satisfaction
To increase customer satisfaction, there are two methods. Firstly, the business might attempt to lower customer service standards so that the quality of the services provided readily satisfies these low standards. Secondly, in order to meet customers' expectations, the business may enhance both the quality of its services and their impression of them (Gupta and Rati 2015). It has been found by Balinado et al. (2021) in this vein that a happy customer directly functions as a trustworthy and legitimate advertisement and is a tremendous asset to a business. After-sales services are vital for customer retention and satisfaction. This is consistent with the findings by a scholar, Rai (2018), by states that selling after-sales services has an impact on client satisfaction levels in addition to the quality of the product itself. Moreover, it is asserted that indexes of after-sales services, such as product distribution, installation, and warranty, were jointly and significantly independent predictors of customer satisfaction and retention. In the same vein, another researcher, Ashfaq (2019), found that a business can make, preserve, and refine client loyalty by offering superior after-sales facilities like prompt answers to client queries and refunding the amount if the client is unhappy with the services. Therefore, it can be inferred that good after-sales care has been shown to create enduring bonds with clients who frequently return and are typically the most lucrative ones for a business.
2.10. Automotive After-Sales Service as a Strategic Opportunity
According to the study by Rebelo et al. (2021), the organizations have been becoming cognisant of the relevance of after-sales in global endeavours and of the forces that enable or hinder the contribution of such services. With clients becoming more challenging, the scholars took an interest in conducting studies based on after-sales services. Another study by Habib and Sarwar (2021) revealed the benefits of after-sales services by stating that these services are of tactical relevance and are deemed as a part of the product service mix provided to the client, which further impacts the physical and corporate arrangements of the international logistics network. The study further found the influence of techniques and culture while assessing after-sales services. With regard to profitability, it is found that the services that go with the primary goods are accountable for around 80 per cent of the business profits. It has further been demonstrated that though just 25 per cent of incomes around entire manufacturing businesses were because of the after-sales services, these were responsible for around 50 per cent of the profits (Al Abed et al., 2025). Nonetheless, it has been argued by Ehn and Plaza (2024) that other benefits of such services are found in the lower influence of fiscal cycles and recession. These services are found to settle the frequent product business via an extended relationship with clients. It has been mentioned in the organizations facing declining profits wherein after-sales services offer a prospect of a minor threat and a great margin of income.
2.11. Automotive Repair Services and Service Quality
It has been found by Saidin et al. (2018) that the finest quality of services is vital to appeal to more devoted clients since the large clientele leads favourably to the net profits of the business. The previous scholars considered the quality of services as a relevant force that impacts the extent of client trustworthiness with respect to the automotive repair sector. In the same manner, the views of clients on service quality areas can impact the evident and practical trustworthiness of clients. Another scholar, Fathurohman et al. (2021), is found to believes that effective service quality can lead to client satisfaction and has an influence on the reuse of goods and services that were utilized and assists in optimizing the reputation of the organization via product data and services to other clients.
2.12. Process Modelling, Quality Management, and Business Efficiency
The previous studies demonstrate the positive association between process modelling, QM, and business efficiency. A scholar, Aguilera et al. (2024), in their study, focus on the role of favourable management choices and outcomes orientation to attain corporate objectives. However, a study by Faugoo (2024) arguably stated that the companys success is intricately associated with workforce development and motivation, mentioning the relevance of capitalizing on worker capital. As opined by Zehra et al. (2024), in the particular setting of the automotive sector, there have been various guidelines and practices that strengthen effective companies, entailing direction, tactical thinking, and a robust corporate culture. Also, the scholar has delineated the guidelines and rules of the TPS that changed the after-sales service areas, focusing on the relevance of removing wastage and constant refinement (Tesfaye, 2022). The study focuses on the QM, operation analysis, and client satisfaction in the automotive sector, focusing on the relevance of successful communication, management of complaints, and quality affirmation of documents in the auto repair operations. Other scholars also made significant contributions to experimental research and information processing, offering a strong methodological foundation for the study of corporate efficiency and operations. A separate scholar claims that a number of internal and external elements can impact business success in the automotive industry's service operations (Ziaee Bigdeli et al., 2021). Worker encouragement, corporate culture, internal ambitions, and accessibility of apparatus are instances of internal factors. It is said that workforces are deemed the most profitable source in the organization, and the degree of their knowledge and client satisfaction and service quality are mainly influenced by motivation. Moreover, it is found that the achievement of after-sales services is favourably affected by a client-focused business environment that supports the ideals of quality and innovation. Also, by streamlining processes, removing blockages, and reducing wait times, efficiency rises, and the customer experience is enhanced. Modern, high-efficiency equipment and a sufficient supply of replacement parts are necessary to react to customer requests promptly and effectively (Mahr 2023). On the other hand, the external forces entail regulation variations, technical advancements, customer expectations, rivalry stress, and the financial environment. It has been discovered that legislative and governmental variances may impose new requirements and standards for automotive operations, which may necessitate additional capitalizations and modifications to internal processes. The automobile industry is undergoing rapid technological change, necessitating that facilities quickly adapt to modern methods and provide their employees with the necessary training. Customers are more demanding and knowledgeable now, and they anticipate quick, personalized, and excellent service. An automobile after-sales facility's long-term performance depends on meeting these expectations. The fierce rivalry in the auto sector has made it difficult for service providers to offer high-quality facilities at affordable costs, which calls for efficient cost control and a focus on innovation. The need for vehicle after-sales facilities can be impacted by changes in the economy, and these facilities must be ready to adapt to changes in the market (Titu et al. 2025).
2.13. Lean Practices in Service
Lean uses multiskilled work teams on the line and is linked with supple, integrative, configurable techniques rather than sole-purpose machines. It further intends to remove non-value-added roles such as QC (quality control) and repair activities by shifting those practices to line-side groups. Moreover, it focuses on the JIT (just-in-time) approach (Roberts and Cullinane 2023). It is noteworthy that lean theory was initially announced at Toyota in the manufacturing process of the automotive sector. However, the use of Lean has spread to all industries, including services, as a result of the significant expansion and significance of services in today's society (Awad et al. 2022). A scholar, Lins et al. (2021), identified that lean services means the use of lean philosophy in the service sector. This usually delineates an emphasis on the marketplace situation and the client necessities, providing a smooth facility, and incorporates more traditional methods, such as regular work of value-added activities for the client, process waste elimination, and cost reduction. As opined by Titu et al. (2025), the emphasis of lean services is also on the end consumers apart from the individuals involved in the procedure, considering that the client is the initial point of contact while trying to sell a service. It has been further found by Ojha and Rodney (2024) that clients possess superior expectations from service businesses; that means there is a necessity to refine the service quality. Highlighting the necessity of cutting down on process waste, services need to enhance service quality and customize service delivery for clients. These objectives can successfully be met with the execution of lean guidelines after recognizing the value added and then using lean practices. However, some of the lean methods require reinterpretation to be relevant for after-sales services. With respect to the automotive sector, it has been found by Harboe-Chaman et al. (2025) that lean implementation in after-sales services is acceptable and enables original equipment managers to increase customer happiness, hence fostering customer loyalty to improve greater margins and business success; however, it necessitates some modifications during the integration and execution. For the same sector, another scholar, da Silva (2023), asserted that the use of such principles might generate favourable outcomes in terms of actions of individuals, economically and financially. The findings of the previous scholars inferred that the implementation of lean practices in the services is considered favourable despite the existence of certain restrictions. Also, it can be said that the service sector experiences a massive success with the use of lean guidelines and processes.
2.14. Tactics for Optimizing Operations in Automotive Car Repair or After-Sales Services
2.14.1. Lean Manufacturing Practices
A study by Deshmukh et al. (2022) stated that lean manufacturing refers to an organizational tactic aiming to reduce waste without affecting productivity. It is considered a range of techniques of the lean paradigm intended to simplify operations of a business. It has been stated that this concept indicates an approach that generates effective functions, manufacturing procedures, and transportation. The advantages of lean manufacturing practices can be seen in the form of increased productivity, reduced number of worker hours needed, accurate record of inventories, and efficiency (Palange and Dhatrak 2021). It is found that there exist several such practices and techniques, such as Kaizen, Value Stream Mapping, Kanban, and others, which can be implemented in numerous sectors to optimize productivity and layouts. The tools of lean manufacturing can be applied to service sectors, including automotive repair bodyshops, which can lead to significant efficiency improvements (Shabeen and Krishnan 2022). Such guidelines emphasize lessening inefficient actions and simplifying operations by synchronizing proximity with the necessities of repair and after-sales services. Implementation of such techniques leads to refinements in several procedures in a broad set of businesses across the globe (Quiroz-Flores et al., 2023). Lean manufacturing tools are discussed below.
Value Stream Mapping
According to the study by Shabeen and Krishnan (2022), value stream mapping, being a progressive kind of process mapping, means equipment used broadly by the service industry and others to recognize and assess the situations of current operations to explore prospects for subsequent optimization. The technique is useful to improve the sources after removing the insignificance of actions to refine determination and efficiency. Another study by Fathurohman et al. (2021) asserts that this technique indicates an effective means mainly implemented in an individual activity that possesses a stronger creative influence and is established to constant refinement with an organized process management strategy. It is the managerial framework that offers a realistic view of the current status of operations in a business and reflects the pathway to attain fewer faulty parts, nil downtime, and an effective workplace setting and hence the entire productivity maintenance. The scholar found the benefits of value stream mapping, which are in the form of identification of functional situations via exploring task time, reduced process lead time, cycle time reduction, identification of constraints, reduced wait time, and more. The business that desires to become lean can adopt the VSM technique. It is found that VSM indicates the influential technique that not just mentions operational ineffectiveness, transactional, and conversational inconsistencies but also directs the improvement (Bhalwankar and Mastud 2014). It can be said that this technique is extremely successful for knowing current operations to get prospects for refinement and might refine the efficiency and excellence of operations and goods in service sectors (Ahmad et al. 2022). With respect to the auto sector, another scholar found that this lean method was successful in recognizing growth catalysts and lessening wait time by up to 27 per cent. It was, however, effective in defining fundamental phases to make optimizations to the issues that arise in every phase of the procedure (Figueroa Diaz and Campos Maldonado 2024).
5S Methodology
It has been asserted by Anasrul (2025) that the 5S (Sort, Set in order, Shine, Standardize, and Sustain) methodology aims to organize the workspace in a neat, effective, and secure way to optimize productivity and to certify the advent of standard working. Another scholar, Divya and Gupta (2025), studied this methodology in respect to repair and maintenance services and found that the 5Ss can lessen the downtime of production, stop apparatus negligence, and increase the productivity and effectiveness of the repair workers. In the same vein, it is found by Harboe-Chaman et al. (2025) that this method has enabled the company and optimisation workplaces, momentously lessening downtime. Moreover, it has improved operational efficiency as well as led to a more orderly workplace setting. Therefore, it can be said that by optimizing workspace organization and productivity, lean practices implementation using the 5S methodology can help reduce needless downtime. As opined by George and Obinna Richard (2025), it is mainly utilized to manage and standardize the workplace in the automotive repair bodyshops. Such a method can refine the workplace, lessen search times for tools, and certify that the workplace is ergonomically structured for best performance. It is further said that the execution of such a technique in the auto service settings lessens cycle time and refines productivity. Successful application of the 5S model has increased productivity and, consequently, profit levels in the automotive industry. Moreover, the advantages of this lean practice entail greater discipline and zeal amongst the workforce and a secure working situation. To support this, the scholar Carlos Quiroz-Flores (2025) found that the application of 5S is concurrently present in every department and area of the business, and it is an integrated aspect of managerial culture and production processes. Therefore, it can be said that for the automotive sector, due to 5S, the auto bodyshop can be a cleaner place, the safety at the workplace and the product quality are increased, the problems are easy to detect and prevent, waste and costs are reduced, and the product or service fulfils the customer needs in the most efficient manner. However, ineffectiveness and disarray at work result in low-quality products, delivery delays, safety issues, waste of time and resources, and more (Veres et al. 2018). According to the scholar Houseworth (2020). The major components of the 5S procedure with respect to automotive after-sales repair operations are mentioned below:
Sort: It entails the removal and discard of all inessential items in the bodyshop that are not essential to work that adds value.
Set in order: This step in the 5S process can be quite comprehensive and includes the body shop's physical and visual structure. It is found that to promote visual order and battle the eight wastes of an automotive bodyshop, equipment, workstations, parts, materials, and cleaning supplies must be tactically plotted out with precise placements that are clearly labelled.
Shine: It entails giving the auto body shop a comprehensive and rigorous cleaning. Such a practice is preferred to be conducted every day.
Standardize: The tools and information required to finish the car repair operations will be in the right place at the right time for the engineer or technician, thanks to a system of tool boards, Kanban cards, and so on.
Sustain: Lean bodyshops create and rigorously implement the 5S programme through end-of-day cleanup protocols, weekly auditing systems to monitor progress, and scoring and evaluating each functional area to ensure the outcomes of 5S are preserved.
Kanban
A scheduling method called 'kanban' minimizes surplus inventory and work-in-progress (WIP) by coordinating the production process with real demand. It has been found further that the principles of this system include emphasis on flow, constant refinement, lessened WIP, and visualization of work (Damij and Damij 2021). As opined by Wakode et al. (2015) and George and Obinna Richard (2025), the Kanban technique has currently been utilized in various manufacturing activities and SC (supply chain) practices effectively. It is said that downtime might arise in any procedure or workflow and might typically be traced back to the prospects in the procedure. In this view, the Kanban method can focus on the waste reduction in areas of defects, overproduction, and more. With respect to the automotive repair bodyshops, this methodology is found to be employed to handle parts inventory and certifies that the correct parts are accessible whenever required without surplus. A scholar, George and Obinna Richard (2025), found that this methodology has successfully and substantially lessened the wait time and resource management inefficiencies.
Kaizen Methodology
According to the scholar bin Maarof et al. (2018), Kaizen methodology means a process and a business method that intends to govern and refine the workspace with respect to quality standards, cost, adaptability, and hence productivity. It is found that instead of relying on quick fixes that are expensive, kaizen makes small adjustments that build up to a better, higher, and more effective working setting. Moreover, it has been asserted that Kaizen is an approach that entails the engagement of all workers at numerous levels to actively work collectively on refining particular areas in the business. With respect to the automotive repair bodyshops, it is found that the Kaizen methodology entails constantly improving procedures on the basis of routine feedback from technicians and other workers. It has been shown that when implemented in an organized manner, the Kaizen method contributes to sustained efficiency gains in such after-sales services (George and Obinna Richard 2025).
With respect to the automotive repair bodyshops, it has been found that the majority of the businesses have implemented the Kaizen technique, focusing on constant optimization to enhance creativity and efficiency (Titu and Pop 2025). Another scholar, Miranda-Bazan et al. (2025), in this vein, demonstrated that using such techniques in the surgery field led to superior patient experiences. With this, it can be assumed that the auto body shops might benefit from the Kaizen technique since client satisfaction is vital. It has further been proposed that employing the Kaizen methodology to organize workplaces can enhance service quality at a reduced cost. However, a study conducted by Gdoura et al. (2024) arguably reflected that Kaizen, when integrated with other lean methods, might have constant improvement benefits. Also, such a practice is deemed a strategic corporate driver to attain superiority in auto bodyshops. Therefore, the findings assert that the Kaizen practice applies not just to the auto sector businesses but also enables fluctuations in functional productivity and sustainable growth.
Business Process Reengineering
As per Attarfi and Dachyar (2022), business process reengineering (BPR) is deemed a vital refining and comprehensive remodel of company procedures or operations to attain greater efficiency and novel new, crucial metrics, including price, quality, service, and pace. This concept emerged in the early 1990s as a novel approach to reconsider and redesign company procedures for significant gains in areas such as cost, quality, service, and speed. It has been claimed that the BPR is deemed a corporate management tool that aims to examine and redesign resources and data, work, and processes in a business. The BPR methodology's emphasis on improving productivity, quality, and customer satisfaction is at its core. It further aims to generate massive profits in business efficiency metrics by significantly remaking corporate operations with advanced technologies. Another study by Bhaskar (2018) found that this concept is referred to as the complete change of a company, an unrestrained reforming of entire corporate operations, techniques, and systems, and the values and structures in order to attain significant performance. The ideas of BPR are built on the belief that many organizational processes have been plagued by inefficiencies, redundancies, and outmoded methods. It has further been found that BPR rests on TQM (total quality management) and hence is referred to explain the major elements of reengineering, operations, drastic optimizations, and more. The goal of BPR is to identify and define client requirements, then align horizontal processesthat is, processes that span departments and/or functionsto satisfy those needs. In order to increase operational efficiency, BPR initiatives must streamline procedures, get rid of waste, and shorten cycle times. The concept has the ability to eliminate any unnecessary effort in the workplace, making it possible to define roles and tasks precisely. As a result, the process is optimized, and a committed and empowered team fosters a culture of continuous development. A study by Popoola et al. (2024) found that adopting BPR concepts to increase operational efficiency, cut waste, and improve product quality has been pioneered by the manufacturing sector. With respect to the automotive sector, business process reengineering has been employed to reinforce the repair bodyshops competitive edge in the form of reduced average customer service time and increased accessibility of products. It further assists the service organizations to attain novel heights of efficiency by drastically shifting current corporate processes (Lilian et al., 2015).
Six Sigma Technique
As per Fathurohman et al. (2021), Six Sigma is deemed an organized and systematic process with phases such as define, measure, analyze, improve, and control (DMAIC), which are successful in recognizing, gauging, and offering suggestions to improve the issue that came in. It refers to a corporate practice that is employed to refine their bottom line momentously by making and observing routine actions, and that permits them to reduce wastage and resources and thereby increase client satisfaction. Other scholars, Noronha et al. (2023), found that the choice of this method does not just signify a process optimization, but it is considered a corporate approach utilizing a systemic strategy to surge efficiency, profitability, and client satisfaction. This method uses quantitative techniques to recognize and remove faults and foster constant refinement in the companies, including auto repair services. The major principles of this technique include removal of defects, adjustability, stakeholder engagement, process analysis, and client emphasis. They can be used to direct automotive businesses to execute Six Sigma methods successfully for improving client satisfaction and appeal. There have been numerous benefits associated with this strategy in operations management, which were observed by automotive after-sales service providers. These benefits were in the form of reduction of time in machine breakdowns; reduced waiting time; surge in the availability value; increased overall equipment efficiency value; cost-effectiveness in the repair services; and many more (Gomaa 2025). In a similar vein, another scholar found that by implementing such methods, auto manufacturing businesses were able to carefully recognize and remove faults in their production activities, which contributes to greater excellence in cars and components. Additionally, Six Sigma helps auto businesses reduce waste, maximize resource usage, and streamline operations, which boosts productivity and lowers costs (Shrivastava and Mishra 2025). Apart from that, it has been asserted by Cholakkal et al. (2024) that it reduces manufacturing variability, preserving output uniformity and reducing the likelihood of malfunctions. It improves consumer happiness and business positioning in addition to making automotive products more reliable and long-lasting. All things considered, automakers may promote continuous development, attain greater levels of quality and dependability, and keep a competitive edge in the market by adopting Six Sigma principles and techniques. Therefore, it can be inferred from the findings of different scholars that the application of such methodologies becomes more crucial as automakers deal with issues including strict quality requirements, intricate supply chains, and outside disturbances in order to ensure long-term success and keep a competitive advantage in the international market.
2.14.2. Use of ChatGPT
The study by Zuhaira and Ahmad (2021) recognized BPM (business process modeling) as a managerial technique that is consistently developing and leading to its growth, disregarding the advantages of AI-linked techniques based on AI and It has been claimed that the execution of ChatGPT, mainly in the area of service delivery, might contribute to a lessening of lead time and hence remove unnecessary costs. It is further found that when AI technologies are incorporated into business process models, there might be substantial variations to conventional processes and refinements to the entire client experience. In this vein, a scholar, Sli? (2024), stated that the ChatGPT techniques are found to not just greatly change standardized procedures but also favorably impact the managerial operational designs in a company. It might signify that contemporary techniques must be progressively considered while fighting out the degree of autonomy in the entire procedure implementation. It can be said that ChatGPT can rearrange the traditional client services in the automotive after-sales services by improving prompt and precise answers to client doubts, which leads to a lessening of client query reaction times. The execution of this technology in business process management offers a strength to automate daily endeavors, contributing to a reduction in client query response time. It has been demonstrated by Sliz (2024) that a procedures transformative strength in embracing ChatGPT for process optimization specifically lies in improving efficiency, lessening wait times, and increasing client satisfaction. With regard to the potential of ChatGPT, it can be said that its execution is evident in the capacity of the tool to improve operational efficiency, client satisfaction, and overall service quality standards. It is found that this technology, when employed in particular phases, including maintenance and repairs, can lead to lessening irrelevant time postponements and advancing the whole procedure, mainly for service delivery.
2.14.3. Use of AI in Automotive Bodyshops
It has been found by Samal (2025) that artificial intelligence (AI) has been shown to have a significant impact on quality control in the automobile sector by essentially identifying issues, predicting failures, streamlining procedures, and increasing operational effectiveness. A study by Halim et al. (2024) reviewed the advantages of using this technology in after-sales repair and maintenance services, and it has been suggested by the scholar to use AI in such services. It is focused by Subrahmanyam (2025) that tools of this technology, such as deep learning, artificial neural networks, and more, have significantly improved their ability to identify problems and provide predictions with high accuracy. The machine learning (ML) technology of AI for quality control facilitated timely part review, declining reliance on manual reviews, and refining instant defect recognition in many automotive manufacturing businesses. As opined by Morales Matamoros et al. (2025), the automation of quality inspection reduces the need for a highly skilled workforce and manual errors, improves manufacturing planning and waste reduction, and enhances defect estimation capabilities in critical parts, according to research on the fundamental advantages of AI in quality management in the automotive industry. Another scholar stated that AI technology is significantly impacting the after-sales auto services sector, mainly in aspects such as customized service suggestions, client support chatbots, and predictive maintenance. Nevertheless, a study arguably found that when incorporating AI into current automobile service systems, there are obstacles, including data security issues, interoperability problems, and the requirement for personnel with the necessary training. Therefore, it can be said that reducing such problems is vital to maximizing the advantages that are brought by AI to the after-sales repair operations in the auto industry. It has also been suggested that by concentrating on the creation of AI capabilities that improve operational effectiveness and customer delight, companies in the automotive after-sales service sector can leverage AI to gain a competitive edge.
2.15. Lean Manufacturing Tools and Productivity at Automotive Repair Bodyshops
It has been found by Zhang (2023) that implementing lean guidelines in the automotive repair bodyshops leads to refinement of overall efficiency by lessening waste. Moreover, such techniques assist in removing unnecessary moves, significant inventory, and rework that lead to superior time and resource usage. It is found to increase productivity by simplifying the repair procedures, which assisted the automotive bodyshops to service more automobiles in less time, refining client satisfaction, and the bodyshop swiftly. Moreover, it has been asserted that lean manufacturing tools such as Kaizen and others are found to refine entire service quality as technicians function in systematic and smooth settings in which there exist minimal faults. A study found that the mix of lean guidelines with Industry 4.0 techniques can be effective for optimizing operations in auto repair services (Vlachos et al. 2023). In this vein, it has been stated that the employment of IoT (internet of things) and industrial control systems in lean manufacturing is found to improve real-world control and decision-making competencies, which further contribute to refined operational performance and lessen downtime. Moreover, the integration of lean principles with digital techniques is found to increase flexibility and receptiveness in the production system. It can thus be inferred that such techniques possess the ability to provide progressive practices for real-time observation and data assessment, and hence facilitate more informed and prompt decisions (Kumar et al., 2025).
3. Chapter 3: Research Methodology
3.0. Introduction
The research methodology explains the processes and actions needed to conduct a critical, diligent assessment of the subject of interest (Dzwigol 2022). This section of the study recognizes and elucidates the research strategy, approach, paradigm, design, data analysis, sampling, and ethical considerations. This particularly explains in detail the methods and rationale to use the mixed-method strategy by focusing on secondary research, explained by the excellence and amplitude of the data needed to respond to the research questions.
3.1. Research Philosophy
Research philosophy offers a vital strategy to conduct the research that can be inductive or deductive. Philosophy in the research work is described as a mode employed to investigate social events wherein one can explore explanations and attain a profound understanding of the definite event. The research philosophy indicates a fact in the manner in which data regarding an event should be gathered, assessed, and utilized. It has been found by previous studies that gender equality in employment and womens empowerment can be investigated utilizing numerous research philosophies such as critical realism, positivism, interpretivism, and feminist research (Gamage 2025).
As a mixed-method study, the current research focused on pragmatic philosophy. In this particular strategy, the scholars are free to select the techniques, methods, and processes that suit them best and fulfill their desires and aims of research. It is the concept that permits combining models, expectations, approaches, and techniques for gathering and analyzing data. It allows the researcher to move past the imposed divisions between constructivism and post-positivism (Biesta 2021). Additionally, it allows the researcher to freely select different combinations of approaches and to investigate from different angles. Therefore, in this approach, observations, experience, and experiments are all useful tools for understanding people and their environment (Mulatu and Negash 2024).
3.2. Research Approach
There exist three varied research approaches to the development of the theory, namely inductive, deductive, and abductive approaches. The theory, or more specifically the theory's hypothesis, is the foundation of the deductive method. With this method, the experiential facts can be analyzed and categorized in a systematic and analytical way. Additionally, an inductive technique makes it possible to develop new theories based on real facts from qualitative methods and study observation. This method demonstrates the logic that leads from particular observations to more general ideas (Kumar and Ujire 2024). The final method is abductive, which entails identifying and investigating potential descriptive patterns in an event's facts in order to reveal a route from evidence to concepts and theory. It is said that the quantitative study is typically recognized with a deductive approach, including fixed data gathering, demanding massive samples to draw conclusions from the mathematical testing, since the scholars goals lie in validating or invalidating the theory. On the other hand, for qualitative research, holding an inductive approach is more often the case (Barrett and Younas 2024).
Since the abductive approach is most appropriate for the pragmatic research philosophy, it was taken into consideration in this study. Additionally, this method combines both deductive and inductive methods in its journey to and from the crux. Furthermore, it is ideal because it will make it possible to combine primary data with both qualitative and quantitative data methods, which will help identify accurate and dependable results (Conaty 2021).
3.3. Research Strategy
Based on the research questions and objectives, varied research strategies are employed in the research work. There are three major research strategies, namely qualitative, quantitative, and mixed-method. The qualitative study emphasizes the examination of subjective research areas from humans, entailing human actions, opinions, experiences, and other psychological forces. The qualitative choice is mainly employed in sociological studies to comprehend the areas of human engagement. Such choices typically entail a survey, interview, focus group, observation, and more. A researcher can ascertain or comprehend a specific event from the perspective of those who experienced it, according to the idea of a qualitative technique in research studies. The quantitative study is another choice that emphasizes objective data to discover facts and the development of facts in scientific study. It typically gathers quantifiable data from a scientific design of the data-gathering procedure (Nagpal et al., 2021).
The research strategy, which uses a sequential mixed-methods explanatory research design appropriate for this topic, lays out the plan for collecting, analyzing, and interpreting data. In order to achieve a comprehensive understanding of the service operations and forces influencing efficiency in the vehicle repair business, this study aimed to select a mixed-method approach that combines both qualitative and quantitative methodologies. Mixed methods research fits this research study for three reasons. First, the mixed methods design allows the use of a mixture of quantitative and qualitative data collection in a single study. The method enables a researcher to investigate a problem from a different standpoint, collect various data types, and analyze the information through various lenses. Second, mixed methods help the researcher answer complex research questions. It has been suggested that mixing methods allows the researcher to exploit the strengths and weaknesses of each approach. It can be said that the researcher was able to elaborate, expand, and clarify the findings from one phase to the next by using mixed-method data collection, which allowed research from one phase to complement the next (Taherdoost 2022). For example, a quantitative survey can collect numerical data, while qualitative-based interviews can collect rich, in-depth narrative data. This strategy is a suitable one since it overcomes the shortcomings of a completely qualitative or completely quantitative method, which enables conjunction and reliability gains via triangulation. This leads to compensating for the shortfalls of each technique and emanating a more comprehensive view of what is being studied. Moreover, the mixed-method approach has been criticized for problems associated with epistemological obligations and independent philosophies. Besides, this strategy has been criticized for the integrated study approaches, which can elevate resistant viewpoints of social assurance and which separate them inconsistently (Gobo 2023).
3.4. Research Design
It is stated that a research design means a plan that directs the scholar to gather, gauge, and analyze the gathered information. It is further said that an all-inclusive research design needs to be capable of answering the study questions and offering a strategy to the problem. Usually, there exist numerous designs that are competent to answer the study questions, and there are three types of research designs, namely explanatory, exploratory, and descriptive. Mainly, the types of mixed-method research designs are sequential explanatory, sequential transformative, sequential exploratory, concurrent nested, concurrent triangulation, and concurrent transformative (Hermina 2025).
For the purpose of this study, the scholar considered using a descriptive research design to answer the questions. More specifically, the present study focused on a concurrent triangulation approach that enables the scholar to enhance the external validity of the research. The use of several methods, data-gathering techniques, and information sources to get a more comprehensive view and to validate information is considered triangulation. It signifies the process of using numerous study techniques within a similar design. This method facilitated the scholar attaining consistency in certain findings and hence enhances the external validity of the entire study. It facilitated the scholar to triangulate diverse sources of data by assessing claims and arguments from the sources and employing them to make a holistic rationale for themes. Moreover, this research design enabled the scholar to feel more self-assured of the outcomes. It leads to thicker and more plentiful information and detects incongruities (Nanthagopan 2021). The methods, such as semi-structured interviews, transcription procedures, questioning, and more, are used to carry out interviews and coding. The assessment from various methods can offer validation to the subsequent data analysis. can assist the researcher in enhancing the reliability and validity of the research. With this approach, the respondents in this research get the chance to verify that the interview story accurately depicts their reality. The stage of member reviews, wherein the preliminary data and analysis were checked by the subject, certified that the information was accurately captured by the researcher within the spirit or essence of what was spoken.
3.5. Data Collection
There are mainly two sources of data collection, namely primary and secondary. The primary data indicate the firsthand data gathered by the scholar for the first time. Such data can be gathered using surveys, interviews, and other methods. The secondary data is the one that is already gathered by other scholars (Mazhar et al., 2021).
The data gathering for this research was done using both primary and secondary data sources by adopting a mixed-method approach. The core data collection methods were supplemented by the questionnaire-based strategy, which improved the breadth and depth of our study findings and enhanced the research process as a whole. Therefore, to collect primary quantitative data for this study, a structured questionnaire using a Likert scale was made to get responses on the topic about strategies used by automotive bodyshops to refine their performance, quality standards, and profits. The scholar made sure to follow widely accepted ideal approaches for the design of the questionnaire. Moreover, the survey was examined initially with a smaller set of participants to certify prominence, all-inclusiveness, and clarity to rectify any confusions and errors prior to complete deployment (Taherdoost 2022).
Moreover, for the purpose of collecting primary qualitative data, the scholar conducted a semi-structured interview approach. It was chosen since the customized strategy of the interview enabled more profound answers and improved response rates (Adeoye?Olatunde and Olenik 2021). Additionally, tailored invites via email and follow-ups were forwarded by ensuring the customized design technique.
3.6. Sample Size and Sampling Technique
Sampling indicates a guiding principle of the qualitative research study. There are two major sampling techniques, namely probability and non-probability methods. For this study, the sampling procedure begins with the determination of the population of the study. It is said that population means the entire set that might entail individuals who share the interests of scholars. Sampling refers to the procedure to choose just the right individuals to represent the whole population and hence assists in avoiding mistakes that might emanate from large components included in the massive population (Stratton 2023).
For the purpose of the survey data study, the scholars have chosen the customers in the after-sales car market for the survey questionnaire. The scholar selected clients who possess experience from the last after-sales services from an automotive car accident bodyshop, or are presently waiting for the automobile to finish the services. With this, the scholar might get fresh answers from clients that are without any bias because of the time lag. Moreover, for the purpose of the interview data, the scholars have chosen the bodyshop branches of the car makers in the Middle East. Only bodyshops are chosen since these are in direct control of the main organizations with respect to any conversations, managerial policies, SOPs (standard operating procedures), and guidance. The systematic sampling technique was utilized by the scholar to choose customers in this study. This technique allows drawing every nth component on the basis of a pre-decided population, initiated by randomly selecting components between 1 and n (Makwana et al., 2023). On the basis of the individuals as perceived by the body shop management, the self-administered questionnaire technique was employed as a means to gather information, in which each of the three clients was surveyed to react to the survey questions. The sample size chosen for the survey is 50 respondents, and for the interview, it is 5 respondents. It is crucial to remember that the scholar had no connection to any of the institutions where the data was gathered.
3.7. Data Analysis
Data analysis is needed to contribute inference of the findings and talk about their relevance to the study objectives and questions. It is said that an all-inclusive data analysis strategy was employed after completion of data gathering to generate intuitive outcomes and fulfill the goals of the study. After the collection of data via interview, there is a need to translate the same, which means the conversion of ideas expressed from one language to another. It is required since this can fundamentally shape the research procedure consequences for the scholar, depending on the interview. It can be said that descriptive statistics and statistical tests were utilized in this study to measure quantitative data. Statistical assessment signifies a technique employed to understand the intricate relation in the present study. Additionally, themes and patterns related to the operations of after-sales services and customer interactions were identified through the assessment of qualitative data. SPSS analysis was used to examine the degree of correlation between the dependent and independent variables (Ghanad 2023). Various analytical techniques were employed in this study to assess and interpret the data as mentioned below:
Comparative evaluation is the process of identifying patterns and changes by comparing data from various time periods and service activities.
In descriptive analytics, the collected data is specified and summarized by computing the mean, median, and SD (standard deviation).
Analyzing qualitative data involves finding themes in client feedback, observational data, and interview data to provide context and explanation for quantitative results. To identify the themes that emerged, content and thematic analysis tools were used to examine qualitative data from the interviews and open-ended survey questions (Allsop et al. 2022).
As a result, rather than performing complex statistical analysis, the analysis in this study focused on identifying important patterns and trends in the data.
3.8. Time Horizon of Study
The time horizon in the research work specifies the timeframe utilized to conduct the study. There are two major time horizons, namely cross-sectional and longitudinal. It is said that the cross-sectional time horizon is ideally appropriate for researchers to figure out the occurrence of an event, situation, issue, outlook, or question by considering a cross-section of the population. The longitudinal study is the one wherein the research is conducted over an extended time period. Also, the intent of such a study is to monitor and examine the change and development in some subjects (Gamage 2025).
For the purpose of this study, the scholar chose a cross-sectional approach to respond to the research questions, which allowed him to gather data once in a time. The scholar did not take an interest in conducting a longitudinal study due to the high costs and long-term parameters associated with this. Also, the researcher chose this time horizon for the study since the previous studies in the field of after-sales or repair car services and performance, and others also employed cross-sectional information in their assessment (Maier et al., 2023). With this time horizon, the scholar was able to decide what he desired to know about, recognize the study population, select a sample, and connect with the participants to explore the needed information. The cross-sectional research is extremely flexible, and hence, in the current study, its been extremely vital to suppose diverse patterns from the past to the present and forthcoming predictions of after-sales services quality and performance. This time horizon strategy has provided a picture of the current state of quality at automotive after-sales services. It is a cross-sectional study, as the current research figures out what happens in the present time (Cvetkovic-Vega et al., 2021).
3.9. Unit of Analysis
As per, the unit of analysis means the magnitude of collection and clusters performed on the gathered data at the time of data assessment. Research questions of the study can figure out the unit of analysis in the form of what and who is being studied in research (Ruppar, 2022). For this study, the scholar aims to study after-sales service procedures in the automotive bodyshops and their impact on profits, quality standards, and efficiency. Therefore, the what being assessed in this study is profits, quality standards, and efficiency, while the who being assessed indicates the existing clients of car bodyshops and the managers of automotive car repair bodyshops or after-sales automotive services. Therefore, the existing client is the unit of analysis, which indicates the individual who comes to the body shop for routine services (repairs) of his accidental car. Besides, the unit of analysis is deemed as the existing client since the pre-decided plan of free assurance for a minimum of 3 years requires the automobile to be checked at the bodyshops in the Middle East. It signifies that the client is involved with the after-sales service center from the initial point of automobile buying until recurrent services in the phase of the free guarantee timeline.
3.10. Content, Face Validity, and Reliability
The procedure entails a systematic assessment of the capability of the scales to gauge what it aimed to measure. The scholar needs to certify that the measure possesses an adequate and descriptive range of things that draw upon a certain idea (Vu 2021). Validity means the capability of the instrument to gauge just what is intended to be measured, while reliability shows the extent to which the instrument is bias-free. In this study, the scholar carried out content validity by involving consultation practice with a set of professionals, involving a few prospective participants, to validate assumptions on the appropriateness and clarity of the chosen items utilized to gauge a specific concept. The test, which is usually carried out with at least a sample size of 30 participants, provides a perception of the actual situations of the real study and hence permits the scholar to predict the prospective issues and consequently adapt in the complete-scale research.
The researcher allowed the participants to share their opinions regarding the research topic while addressing the responses. In order to certify that the research outcomes are authentic and reliable, the scholar had never checked the interview and questionnaire agreement with friends to ensure that both of the data collection instruments had face and content validity. Additionally, the respondents were asked to check their transcripts to certify that they precisely demonstrated their perceptions. Also, some respondents were found to accept that responding to some questions threatens their security, like they might not have provided criticism on other data for fear of retribution from some people in the nation.
3.11. Pilot Study
It is said that a pilot test is conducted as a trial with a small participants before the complete study. The main motive of this practice is to test the validity and reliability of the research instrument. A pilot test in this study was performed with a small sample of 20 participants, which allowed the scholar to know the present situation of the research, predict the issues, and adjust it consequently in the comprehensive study (Kunselman 2024). Around 30 copies of the survey were given to academicians, industry professionals, and prospective participants, and after removing eight invalid surveys, 22 functional surveys were deemed effective for pilot testing. On the basis of the feedback from participants, some terms were redeveloped for an enhanced understanding of the questions.
3.12. Study Limitations
Despite the positive results this study produced, there are a few issues that need to be addressed. The study limitations were emphasized on the qualitative as well as quantitative information, which entails interview and questionnaire data. It has been observed that the data-gathering timeline was restricted to a particular timeframe that might not capture the complete set of cyclical changes in after-sales service demands and efficiency. Rather than using a longitudinal time horizon for collecting data, this study focused on using a cross-sectional time horizon, wherein the data gathering was finished in a comparatively lesser time. The issue with this time horizon was that the factors examined, like operational efficiency, profitability, and more, were subject to emerge over time. Therefore, to eliminate bias because of time, the research employed a cross-sectional time horizon. This study was further limited to respondents who admitted to engaging in either the interviews or the questionnaires. Moreover, the data gathering was restricted to workers in the Middle East automotive accident repair shops and their customers. Therefore, it has made it impossible to derive the outcomes for other sectors or regions.
3.13. Bias Elimination
Researchers' bias may have been a potential limitation due to the qualitative research approach. It is said that scholar bias arises if an individual selects and focuses on information synchronized with ones predetermined ideas (Lim 2025). For this study, the scholar applied the epoche method to overcome such a limitation. As per Gagura (2023). It is said that the application of the epoche technique to the triangulation research assisted the scholar in removing bias by allocating preconceived ideas regarding the responses of participants and research findings to emphasize them. Moreover, the employment of the epoch method assisted in certifying that the research emphasized completely the viewpoints of respondents regarding the quality services offered by automotive accident repair businesses. Suppositions about the respondents reactions were avoided by avoiding preconceived ideas and emphasizing the occurrence. Another prospective threat to the research of the phenomenon impacting the respondents might be reactivity. In this study, the incorporation of the study procedure was diligently examined to evade such occurrences and scholar bias. Besides, in the survey and interview method, questions were not framed in a way that might impact a particular response. Moreover, to address the biases, the researcher considered suitable actions, entailing utilizing neutral language in the survey, focusing on the respondents privacy, and intermixing the order of questions.
3.14. Ethical Considerations
As per Hasan et al. (2021), while carrying out this study, there have been numerous ethical issues, which were addressed in the entire proposal. The research obeyed moral principles for studies involving humans. The scholar is required to be just, respectful, honest, and trustworthy. In this study, the respondents were offered an opportunity to leave the interview and survey process at any time. After the participants decide to withdraw from the study, the scholar will manually delete the already collected data from those participants. The participants were informed that if they withdraw from the interview before the start of data analysis, all the information and documents, written or audio, will be destroyed by paper shredding, and recorded data will be deleted. Before gathering data, informed consent was taken from all participants to certify that they were knowledgeable about the aim, scope, and privacy of the study. The management of the automotive bodyshops was contacted via mail, and after that, there was a confirmation of their participation through phone. With their consent for getting interviewed for this study, the scholar took consent before and at the time of the interview procedure. In a guarded office at the university premises, all consent forms were securely kept in a file cabinet or password-protected computer. This ethical rigor made sure that the study preserved the integrity of the research process in addition to protecting the participants' rights. It was further ensured that the participants were guaranteed their obscurity and all personal identifiable data was eliminated at the stage of analysis of data analysis.
3.15. Benefits to Participants Outweigh the Risks
This study posed some risks to participants, particularly concerning their emotional response to the questions asked in the survey and interview. If participants became upset or distressed because of participation in this research, they were encouraged to call Lifeline Middle East, a 24/7 crisis line. If a participant became distressed during the survey and interview, they had the option to pause and continue the survey or the interview after a break or cease completely. The interview and survey were completed online, from a place and at a time where participants feel comfortable. Also, both of those activities were voluntary. Once the research and analysis have been completed, a full electronic copy of the thesis will be available through the EIASM library portal. All participants will be informed of this in the plain language statement. It is also possible that the results will be presented at academic and/or professional conferences and in journal publications. The findings of this study may potentially help the Middle East Welfare Association and other universities in the Middle East and other countries.

4. Chapter 4: Presentation of Findings and Results
4.0. Introduction
The empirical data gathered from the conducted semi-structured interviews with the bodyshop branches of car makers in the Middle East is presented in this chapter. Key topics that arose during the interview process are used to convey the content. The topics in the form of themes are discussed and backed up by passages from the interviews to ensure the best possible presentation of the content. The thematic analysis of the collected qualitative data using semi-structured interviews generated an understanding of the strategies employed by Automotive Bodyshops in the Middle East to improve their profitability, efficiency, and quality standards through their operations. The thematic analysis also provided insights into how their operations management strategies lead to improved profitability, efficiency, and quality aspects, and hence customer satisfaction.
4.1. Description of Participants for Qualitative Interviews
Over the course of four weeks, a total of four interviews with 5 participants were carried out. Three virtual individual interviews and one interview with participants two and four simultaneously. Since one participant was unable to keep the initial time slot due to time schedule constraints, it was decided that participants 2 and 4 would be interviewed simultaneously. The table below demonstrates the identity of chosen participants (bodyshops) for the interview, and their respective roles in providing after-sales services to the customers.
Table: Particulars of interviewees
Credentials Roles in Chosen Automotive Bodyshop in the Middle East
First Participant (P1) Technician of Autobody
Second Participant (P2) Bodyshop Supervisor
Third Participant (P3) Apprentice
Forth Participant (P4) After-sales Manager
Fifth Participant (P5) Field Service Engineer

To protect the privacy of the automotive bodyshops and respondents, all participants are identified using the above table, and no names are revealed. Heterogeneity was achieved by the differing degrees of maturity of bodyshops and the range of skill sets of
the respondents. Moreover, the 4 in-person interviews included in the study were conducted either through virtual platforms such as Zoom or through telephones.
4.2. Demographics of the Respondents
Both general demographic data and the five participants practices and operational strategies of after-sales services in the automotive bodyshop were collected. Two out of five respondents are in a current position to a higher rank (managerial level). The other two participants were related to the technical field (engineer and technician). One participant was an apprentice. All the respondents possess a history of minimum 2 years of experience in after-sales automotive services in their careers. The data collected from five respondents demonstrated themes such as strategies implemented to improve profitability, operations management actions to improve efficiency of the bodyshop, challenges faced in maintaining quality standards, and customer satisfaction with repair processes.
4.3. Thematic Analysis of Interviews
4.3.1. Theme 1: Challenges faced by Automotive Repair Bodyshops
Question 1: Are there any challenges faced by your body shop to maintain quality standards? If any, elucidate?
From the interview findings, it was demonstrated that the preponderance of the participants mentioned that they faced challenges in terms of maintaining quality standards in their repair processes. The interview findings by participants are expressed below:
P1: I have identified certain challenges encountered by my automotive bodyshop to maintain quality standards, which entailed client collaborations, automobile scheduling, and management of automobile parts of automobiles.
P2:My repair bodyshop has been facing continuous challenges with respect to the quality of services, client satisfaction, and functional productivity.
P3: The challenges faced by my bodyshop were related to the poor diagnosis process before maintenance of cars, which led to repair complaints from customers.
P4: As per my perception, the bodyshop where I work usually possesses poor quality management tools, which bring challenges for workers to maintain quality standards in repair operations.
P5: I believe that high Lead Times are a challenge for my automotive bodyshop since it has lower client satisfaction as you wait for supplies, tools, and guidelines. Another major challenge was based on the allocation of resources in repair processes. I can say that the automotive bodyshops must assign high-competency activity to operations that dont completely employ their skills, contributing to obstacles and inefficiencies in the process of repair.
Therefore, it can be said that the majority of participants said that they are going to optimize their repair processes and layouts so as to refine quality standards and hence efficiency and profitability.
4.3.2. Theme 2: Operations Management and Strategies
Question 2: What, in your opinion, is the relevance of operations management in automotive after-sales repair services?
It has been demonstrated that customers depend on after-sales services for accidental car repair operations, which include the detection of the issue, acquisition of substitute components, and conducting the needed repairs by skilled engineers and technicians. The majority of the participants are found to express that operations management is significant in their business in order to recognize and lessen faults, decline wastage, and surge production efficiencies. As per some of the respondents, the operations management in their businesses entails inventory management, CRM (customer relationship management), inventory management of spare components, and accidental repair operations to refine profits and client satisfaction. On the other hand, a few participants were of the opinion that effective operations management is feasible for their bodyshop with a comprehensive strategy incorporating components such as quality control, optimized inventory, integration of technologies, and constant improvement. Amongst the respondents, there has been a mutual viewpoint that their bodyshop is able to fulfill long-term development and remain ahead of the competition by considering operations management tactics in the dynamic business setting. Below are some instances of expressions about the significance of operations management.
P1: I believe that operations management is vital to preserve the business positioning in the auto sector. I perceive that effective operations in repair services, such as the use of technology, diagnosis of issues, client relationships, and so on, can lead to developing customer self-assurance of customers, which can contribute to more profits.
P4: Operations management, in my opinion, makes sure that all accessible resources, such as skilled technicians and engineers, are employed efficiently. My bodyshop has been able to cut waste and limit expenses by standardizing processes and keeping an eye on performance indicators in operations management. That translates into reduced wait times, more reliable service, and increased revenue in the car aftermarket.
Question 3: Describe any particular strategies implemented by your automotive bodyshop to improve profitability?
Amongst the respondents, regarding the strategies implemented to refine profits, there was unambiguous consensus. The preponderance of the respondents were of the view that maintaining and fostering relations with the trustworthy clients contributes to their automotive after-sales bodyshop businesses to attain higher profits. Moreover, three of the five participants were of the view that they have improved the profitability and efficiency of their repair bodyshop by optimizing the service operations. The other two respondents emphasized the relevance of process modeling and QM (quality management) to surge and improve the profitability and performance of repair services in the automotive industry. They further mentioned that their bodyshop adopted the strategy of removing downtime and inefficiencies, which contributed to declining operational costs and hence led to improved profits for their business. To highlight these findings, the examples from the answers of participants were demonstrated below:
P2: Non-value-adding tasks, at the bodyshop I work for, were eliminated with the aid of an automated working time monitoring system for repair processes.
P4: I perceive that product quality is the major influencing factor for the profitability of the bodyshop I worked for. Hence, maintaining the quality standards is a must for repair services to improve the profits.
Question 4: What, in your opinion, is meant by lean manufacturing and its relevance? Have you implemented lean manufacturing principles while providing repair services to refine functional efficiency?
There was a common view among all respondents that lean guidelines are extremely important in their business to increase efficiency and reduce waste through the repair operations. More specifically, these techniques are important to streamline operations, decrease lead times, and refine overall efficiency. Some of the findings of the interviews are expressed below:
P3: I believe that lean manufacturing delineates an emphasis on the situations at the marketplace, providing a smooth service, the needs of clients, as well as more traditional strategies such as regular work of value-added activities for the client, waste elimination during the procedure, and decline of expenses.
P4: According to me, lean manufacturing is deemed as effective and useful in my organization (bodyshop) since it entails reiterative procedures which can be integrated, and the movement of resources and information is attainable.
P5: In my opinion, consumer expectations have increased, indicating that service quality needs to be raised. This indicates the necessity of streamlining procedures, enhancing service quality, and customizing customer service delivery. In order to accomplish such objectives, I believe that lean principles implementation can be effective.
When the participants were asked if they had executed lean manufacturing principles in their repair operations or services, all of them agreed that they have been using techniques of lean manufacturing in their operations in order to improve the operational performance of their automotive repair bodyshops.
4.3.3. Theme 3: Customization of Repair Operations
Question 5: Do you think that customizing repair service operations positively impacts the profitability, efficiency, and quality of customer services?
It was clear that the majority of the participants were of the view that customization of repair service processes can positively influence the profits, efficiency, and quality of client services. They were of the view that their bodyshops usually provide customized maintenance and repair plans to the entire team in order to preserve the efficiency of the automobiles, and hence reduce the interruptions and lead to cost reductions. One of the participants interviewed expressed the viewpoint as follows:
P2: My team at the bodyshop aims to provide tailored services customized to fulfill the unique necessities of every client. It entailed providing personalized after-sales services and offering direction on maintaining automobiles to prevent subsequent problems.
Question 6: What actions have you taken to improve operational efficiency in your automotive bodyshop?
The majority of the participants agreed that constant workforce training and capitalizing on modern operations management principles are fundamental forces to certify effective efficiency and prompt after-sales services with which businesses can attain a competitive advantage. Some of the respondents mentioned that they used numerous SC (supply chain) actions to certify effective after-sales services to customers. These involve JIT (just-in-time) manufacturing, lean manufacturing, and so on. The respondents mentioned that with such strategies, they were able to optimize their operations. One participant focused on the relevance of quality management approaches and process modeling to improve the operational efficiency of the bodyshop. Moreover, another respondent mentioned the total productive maintenance (TPM) and Kanban implementation for improving operational efficiency. Some of the expressed views of the respondents are mentioned below:
By implementing TPM into the operations of my bodyshop, I have experienced a lessening of downtime and a refinement of entire efficiency in the automotive bodyshops.
The use of VSA (value stream analysis) has facilitated us to recognize the prevalent improvement prospects in the bodyshop.
The use of lean manufacturing practices in my bodyshop repair functions and operations has provided us with an influential strategy to refine efficiency, lessening costs, and improving client satisfaction.
In my opinion, the mixture of Six Sigma and the VSA approach to operations management of automotive repair can be fruitful to lessen the lead time of after-sales services.
4.3.4. Theme 4: Technological Solution and Efficiency
Question 7: Do you think that adopting technological solutions can lead to producing high-quality services and fewer faults?
The preponderance of the respondents were of the view that their implementation of predictive maintenance, smart manufacturing, and other AI-based solutions in the operations of automotive after-sales services resulted in a surge in efficiency and profitability. The rest of the participants were of the view that their adoption of technical solutions has enhanced the service sector of automotive with a range of automobile maintenance techniques that provide unique attributes. Some views are as follows:
By employing advanced analytics and ML into the operations, my team at the bodyshop was able to recognize likely problems and solve them prior to their escalation.
The use of ChatGPT has been effective in process improvement, mainly to improve efficiency, increase client satisfaction, and reduce waiting times. I must say that through the use of this technological solution, I was able to streamline my bodyshops after-sales operations mainly in areas of lessening process-finishing time.
During the repair process, I perceive that capitalizing on advanced diagnostic apparatus can be helpful for prompt and precise recognition of faults, which can further lessen the time required for diagnosis and improve the performance of the operations. However, it should be noted that experts have to be updated with the contemporary information and repair techniques in the continuously changing environment.
4.3.5. Theme 5: Overall Impact on Profitability, Efficiency, and Quality Standards, and hence customer satisfaction
Question 8: How do you certify client satisfaction and preserve profits in after-sales services?
The participants, when asked about the overall influence of their adopted actions for optimizing operations, mentioned that the implementation of operations management strategies in their repair services has led to tangible advantages for their bodyshops. The majority of them stated that their adopted techniques led to reducing waste, refining efficiency, and surging profits. They mentioned further that the usage of process optimization techniques contributes to momentous refinements in efficiency, profits, and client satisfaction. It has been found from the participants' responses that the setup of the bodyshop has provided quality services to clients, which led to their satisfaction and attained higher profits for their business. All the participants mentioned that from the execution of lean manufacturing strategies to the implementation of the JIT systems and modern technologies, bodyshops have constantly sought methods to improve performance, lessen waste, and refine the efficiency of the operations. They further stated that the progressions in technologies like data analytics, AI, and more contributed to changing conventional manufacturing operations, facilitating higher accuracy, suppleness, and personalization to fulfill the different needs of clients. Some of the expressed views are below:
Implementing lean guidelines into automotive repair bodyshops' layout provides momentous advantages in respect of efficiency, service quality, and client satisfaction.
According to me, a trustworthy client base and sustainable corporate profits might be civilized by offering superior repair services, preserving precise records, and effectively handling inventory.

5. Chapter 5: Discussion
5.0. Introduction
This chapter entailed the analysis and interpretation of the findings and results with respect to the present theoretical framework of the study or the previous research to fulfill the research objectives. It can be said that these findings were contrasted with the existing literature demonstrated in the second chapter. Moreover, the study findings in this section intend to develop on the present discipline by assessing strategies of automotive bodyshops in the Middle East to optimize their operations and their influence on profits, efficiency, and quality standards. The research objectives or questions demonstrated in the initial chapter offer the outline for the discussion of the findings or results in this section.
5.1. Discussion of Research Objective 1
To analyze after-sales service procedures in a comprehensive manner, considering their interassociations and their influence on overall efficiency or performance.
5.1.1. Operations management in automotive after-sales repair services
Strategies implemented by your automotive bodyshop to improve profitability.
As mentioned by the scholar Li et al. (2021), by keeping more than 5% of their customers, firms can increase their profits by 100%. Through the maintenance of long-term relationships with clients, client churn may be connected to an increase in corporate profits. Another scholar, Hong et al. (2020), found that benefits from client relationships are regarded as the primary strategy for confirming the profitability and competitive advantage of service providers. The results or findings confirm the aforementioned assertions by different scholars by stating that keeping up and cultivating relationships with reliable customers helps the car bodyshop's after-sales businesses make more money. Therefore, it can be interpreted that the necessity for the after-sales services gratification improvement, and client association perseverance strategy has increased. Also, it can be said that strong customer service has a major impact on relationship quality, customer happiness, and customer loyalty when long-term connections are established and maintained. Several of the participants said that their efforts to improve shop layout helped to improve the profitability of their after-sales automotive business. As stated by George and Obinna Richard (2025), a shop layout that follows ergonomic guidelines has the ability to improve the satisfaction of the workforce, and that leads to continuous efficiency and profitability. Another study, Omojola et al. (2018), found that the presence of a successful integrated automotive bodyshop layout and proper workforce can lead to optimized operations, refine the delivery of services, and hence increase profitability. Drawing on this, the efficient layout of an automotive bodyshop could be seen as a driver for an increase in profitability and efficiency. Moreover, it is interpreted that an optimized layout of the bodyshop not only refines the repair services' efficiency but also offers a pleasing atmosphere to the workforce.
Customization of repair service operations and profitability, efficiency, and quality of customer service. In the after-sales services of automobiles, the customers are found to have choices in terms of purchases, batteries, covers, and more. This supports the assertion by Vigneshwaran and Mathirajan (2021) that offering personalization in repair services serves as a vital force to ensure profitability, efficiency, and excellent client services. Another scholar, Nasir et al. (2021), was of the opinion that automotive bodyshops might embellish customized repair and maintenance services and plans to help them preserve the efficiency of their automobiles, and hence lessen the turnaround time and reduce expenditures in operations. Most of the respondents agreed with the statement that emphasizing customized and superior repair services can lead to an enlarged client base, which contributes to efficiency, profitability, and quality client services. Therefore, the findings indicated that an auto repair shop's ability to succeed depends on a number of things, including customized repair services, which can assist the bodyshops to provide priceless customer service and achieve long-term profitability. Moreover, it can be interpreted that the automakers may contribute to the longer tenor of mutually beneficial relationships when they customize their repair operations and concentrate on providing customers with the highest quality possible service connection. Actions to improve operational efficiency in the automotive bodyshop. The prior sections established that superior planning of parts needs, cooperating with close suppliers, and employing modern techniques to speed up the repair process can lead to less turnaround time for spare parts. The findings showed that lean manufacturing practices are effective in improving operational efficiency in the bodyshops. While it might advocate the assertion by Shabeen and Krishnan (2022) that lean manufacturing places a strong emphasis on reducing wasteful behavior and streamlining processes while balancing closeness with the requirements for post-purchase repair services. It is, however, found that there exist limitations also, which entail data limits and execution challenges. Therefore, it can be interpreted that the realistic execution of lean manufacturing practices like VSM might be confronted with challenges such as resistance from workers because of the cultural shift needed to embrace lean strategies. Moreover, it can be interpreted that while lean guidelines provide momentous potential, their complete efficacy relies on setting-specific forces and the degree of corporate dedication. According to the previous literature, the actions taken by companies to refine the operational efficiency of their bodyshops entail value stream mapping, kaizen, six sigma, kanban, 5S methodology, business process reengineering, and so on. The findings from respondents also reflected the use of TPM, kaizen, VSA, and six sigma techniques for more profitability and efficiency. Drawing on this, it can be interpreted that these methodologies possess the capability to emphasize lessening non-value-adding endeavours and simplifying functions that synchronize proximity with the necessities of automotive after-sales businesses.
5.2. Discussion of Research Objective:
To examine the particular challenges and prospects of the automobile accident repair industry and suggest situation-specific practices. Challenges faced by your body shop to maintain quality standards findings of this study emphasized the automotive repair bodyshops' need to overcome various challenges. The respondents demonstrated that the overall challenges they faced entailed high lead time; presence of the worst manufacturing tools; poor diagnosis process; and so on. The study by George and Obinna Richard (2025) found that the challenges were in the form of disorganized layout, high lead times, waste resources, and underuse of skills of workforces. The above evidence that the findings that synchronize with the previous literature in this aspect. However, unlike the interview findings, the literature also reflected that the major challenge for bodyshops was not only related to the distribution of spare components but also to client obedience to the planned distribution of automobiles. Therefore, it can be interpreted that to stay competitive, automotive after-sales service companies need to improve client interface systems, invest in worker training, and embrace digital transformation. Moreover, it can be said that the automotive car bodyshops confront implicated functional, technical, and other challenges, requiring digitization and agility to attain long-term success. The above suggests that the workforces at the automotive repair bodyshops have had various challenges to provide quality services and preserve quality standards.
5.3. Discussion of Research Objective
To study technological solutions adopted by automotive bodyshops to enhance the quality of after-sales services.Technological solutions for high-quality services and fewer faults According to a study by Arlinghaus and Knizkov (2020), significant changes have been brought about by technology in the after-sales facilities sector. Another scholar, Titu et al. (2025), found that the introduction of technologies through necessary components has changed how the automotive repair industry is seen and addressed a number of problems related to inefficiency, inaccurate data, and subpar customer service. The interview findings majorly support previous studies in the interpretation that contemporary technologies possess the capability to offer real-time data and hence improve operational efficiency. The scholars in their previous studies also mentioned the use of ChatGPT in the area of optimizing after-sales automotive repair operations. They considered the technology to have a positive effect on a company's management and operational designs in addition to significantly altering established operations. The findings seem to extend the role of technical workforces and engineers to implement ChatGPT into repair services so as to reduce the wait times for customers and increase the client satisfaction level. However, unlike previous literature, the interview findings in this area are more comprehensive since they mention modern technologies such as predictive maintenance, machine learning, and so on, apart from ChatGPT. Therefore, it can be interpreted that the literature findings are partially aligned with the interview findings. Drawing on this, it can be said that the automotive bodyshops, by using advanced analytics and other modern technologies such as AI, can increase the precision or correctness of car problem detection and maintenance efficiency while lowering maintenance costs. Hence, it makes repair work done in a controlled environment that ensures quality maintenance and ongoing development.
5.4. Discussion of Research Objective 4
To interpret study outcomes in real and significant measures to refine profitability in the automotive accident repair industry. Overall Impact on Profitability, Efficiency, and Quality Standards, and hence customer satisfaction.
The extant literature suggests that by executing actions such as the adoption of technologies, refining of spare parts, and optimization of repair processes, automotive bodyshops can certify an effective, superior, and client-focused operation, assisting in increasing the satisfaction of clients and improving the positioning of the company. It has been shown that the implementation of technological solutions such as automated systems, helped in the identification and elimination of non-value-adding tasks, which further led to lessen functional costs and increased profits. The preponderance of the respondents for this area mentioned that they have been employing concepts of operations management in their processes and activities of car repair, and these strategies benefited them significantly. The above section further mentioned that the efficiency of the business has surged, and turnaround time has been reduced due to the use of effective diagnostic processes and allocation of resources. On this point, the participants confirmed the favourable influence of service process modelling, which shows that automotive bodyshop management can employ process optimization techniques to attain momentous refinements in client satisfaction, profits, and efficiency. Therefore, it can be said that the results align with earlier studies emphasizing the value of quality control and process optimization in improving organizational performance. This would further mean that the automotive bodyshops should be set up to offer high-quality services that will increase client happiness and boost business profits. The findings support previous studies that assert that the majority of the income can be generated through after-sales services in the entire car repair manufacturing companies (Al Abed et al., 2025). As explained above and in the comprehensive literature, apart from profitability, there has been a positive impact of operations management guidelines in repair services on the efficiency and quality standards. According to Fathurohman et al. (2021), effective service quality can increase customer satisfaction, have an impact on the repurposing of used goods and services, and help maximize the organization's reputation by providing other customers with product information and services. Further, the same literature emphasized the relevance of lean principles and modern technologies for improving decision-making abilities to improve functional performances. It has been evidenced that the use of kaizen techniques led to improved whole service quality and reduced faults. The above findings support such assertions since it is evident that constant monitoring certifies that quality norms are preserved at entire phases of the repair procedure.

Interview Guide
What, in your opinion, is the relevance of operations management in automotive after-sales repair services?
Describe any particular strategies implemented by your automotive bodyshop to improve profitability?
Have you implemented lean manufacturing principles while providing repair services to refine functional efficiency?
What actions have you taken to improve operational efficiency in your automotive body shop? Are there any challenges faced by your body shop to maintain quality standards? If any, elucidate you think that customizing repair service operations positively impacts the profitability, efficiency, and quality of customer services? Do you think that adopting technological solutions can lead to producing high-quality services and fewer faults?
How do you certify client satisfaction and preserve profits in after-sales services?

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