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Case Study Analysis of Six Sigma in Singapore Service Organizations A. Chakrabarty and K.C. Tan, Department of Industrial and Systems Engineering, National University of Singapore, Singapore Abstract This paper presents a Six Sigma case study involving three service organizations of Singapore. The organizations are a local hospital, a construction and related engineering service, and a consultancy service. These organizations embarked on their Six Sigma journey around 2003-2004. Though the hospital was slightly ahead than the other two in beginning Six Sigma. These organizations have since achieved significant service improvements through implementation of Six Sigma to their different divisions. Through a series of structured interviews with Six Sigma project champions, team leaders, and members; project reports; public archives; and observations; this study explores the Six Sigma journey of these organizations. The results portray a list of success factors which led to the Six Sigma initiatives, the process of Six Sigma implementation through proper identification of critical-to-quality characteristics, tools and techniques, and the performance indicators which display the improvements due to Six Sigma. Index Terms CSFs, CTQs, KPIs, Six Sigma I. INTRODUCTION In recent years Six Sigma as a quality improvement methodology is gaining considerable attention [11]. Initiated by Motorola in 1980s, the first wave of organizations to use Six Sigma includes Allied Signal, Texas Instruments, Raytheon, and Polaroid. In mid 1990s, General Electric (GE) popularized it and was followed by high profile adoption in organizations such as Sony, Dow Chemicals, Bombardier, and GSK. Though Six Sigma originated and gained popularity in manufacturing, but its initial adoption in the GE Medical Systems and the GE Capital Services proved its applicability to all operations, including services [5], [13]. Since then several service organizations such as J.P. Morgan, American Express, Citibank, Bank of America, Virtua Health, Lloyds TSB, etc. have implemented Six Sigma [5], [14]. The literature on Six Sigma in services discuss mainly about critical success factors (CSFs), critical-to-quality characteristics (CTQs), set of tools and techniques (STTs), and key performance indicators (KPIs) [6], [7], [12]. The reasons behind the success of Six Sigma depends on some success factors as top management commitment; identification of process parameters i.e. CTQs; application of Six Sigma methodology, DMAIC (define, measure, analyze, improve, and control) and STTs; and identification of KPIs. CSFs are the essential ingredients required for success of Six Sigma projects in an organization [12]. The CSFs mentioned in some of the literature are summarized in Table I. TABLE I CRITICAL SUCCESS FACTORS Brady & Allen [8] Coronado & Antony [12] Kwak & Anbari [14] Top management commitment Team training Data system Structured approach Forming the right team Bottom line focus Team involvement Project selection Customer focused Right project leadership Goal based approach Change management Adaptable system involvement and commitment Cultural change Communication Organization infrastructure Training business strategy customer human resources suppliers Understanding tools and techniques within Six Sigma Project management skills Project prioritization and selection involvement and organizational commitment Project selection, management and control skills Encouraging and accepting cultural change Continuous education and training CTQs can be defined as those quality dimensions which a Six Sigma project aims to improve. They are actually the product or service characteristics required to be met in order to satisfy a customer need [4], [8]. Some of the CTQs mentioned in literature from different services are: Representative responsiveness Patient preparation time Timely and accurate claims reimbursement Accuracy in allocation of cash Accurate information to customers Time-waiting time, treatment time KPIs or performance metrics mostly vary across service organizations. Though some common KPIs can be found in the literature such as cost of poor quality, efficiency, cost reduction, customer satisfaction, employee satisfaction, etc. [5], [6], [10]. DMAIC is the widely applied methodology in Six Sigma. It involves application of various tools and techniques at different stages. The tools and techniques involved are not new; the methodology provides a framework for their systematic application [13]. The tools have clearly defined role and narrow scope whereas techniques have wider application requiring specific skills, creativity, and training [5]. Some of the most commonly used tools and techniques

mentioned in literature include: Brainstorming mapping Fishbone diagram Pareto Histogram SIPOC (Supplier, Input, Process, Output, and Customer) DOE (Design of Experiments) (Failure Mode Effect Analysis) SPC (Statistical Process Control) QFD (Quality Function Deployment) The review of literature showed that Six Sigma implementation is still limited in services [5]. The literature about Six Sigma in services mainly focus on cases from healthcare and banking sectors of North America and Europe, with no prior study in developing or newly developed economies such as Singapore. There is also lack of academic rigour in literature on discussion about those cases. Most of these cases limit their discussion to application of DMAIC methodology. The study involving three service organizations thus tries to address these gaps, by critically analyzing their Six Sigma journey. The study discusses a list of success factors initiating Six Sigma. The focus is also on the process of Six Sigma implementation through proper identification of CTQs, STTs, and KPIs. II. CASE STUDIES A. Background Case studies involving three service organizations in Singapore are presented to highlight their Six Sigma journey. Information for the case studies was obtained from documentations and interviews. At the time of this study, these organizations have successfully completed several Six Sigma projects. The first organization is a hospital, which is a part of National Healthcare Group. The Group manages a network of hospitals, national centers, and polyclinics. The hospital was one of the seven public service organizations to participate in the pilot phase of the Singapore Government s initiative of Six Sigma implementation in 2001. The second organization is a construction and related engineering service under Ministry of National Development. It is concerned with buildings, structures, and infrastructures in the surroundings that provide the setting for the community s activities. In 2003, the organization joined other public service, in Six Sigma implementation. The last one is a consultancy service organization, established in 2001. It is a well recognized business solutions provider that offers academic courses, corporate training, consultancy, product testing, product and process development and improvement services, systems automation as well as product certification services. A strong quality culture is ingrained in this organization. They are already ISO 9000 certified and also use tools such as Quality Circles and 5S for improving their processes. The organization embarked on its Six Sigma journey in 2004. B. Six Sigma Journey The Chief Executive Officer (CEO) of the hospital through strong leadership initiated Six Sigma implementation. In early stages, the hospital was fortunate to have been handheld by GE Medical Systems. The implementation process started with Black Belt (BB) and Green Belt (GB) training for the employees. External consultants GE and QAI helped in the training for BBs and GBs. The training approach was to do as you learn, i.e. engaging the staff in the projects along with GB training. Improving patient turnaround time at the Specialist Outpatient Clinic was one of the first projects to be completed as a Six Sigma initiative. Since then the hospital has completed in between 20 to 30 projects with almost 100 percent success rate. For the construction and related engineering service organization the implementation process started with briefing to top management, followed by their training through external consultant. The training period was for one day to create awareness about Six Sigma. The top management included Director, CEO, Deputy CEO, Senior Managers, and Managers. Then BB training was provided to seven divisional heads. These divisional heads were then told to identify projects in their division and also the members. The selected members for the projects were then given GB training. External consultants helped in the training for champions and BBs, whereas, GBs were trained in-house. Initially seven projects were identified, out of which two projects were selected for pilot run. Improving CONQUAS assessment consistency and reducing the number of suspensions in TOP/CSC applications were the earliest projects to be completed as Six Sigma initiative. Till now the organization has completed in between 10 to 20 projects with around 75 to 85 percent success rate. In case of the consultancy service organization, initially members were identified for BB training. The BB training was conducted by Singapore Quality Institute. These BBs were then told to identify projects and the members. The selected members for the projects were then given GB training inhouse by the BBs. One of the initial Six Sigma projects was by the Finance Department on cost reduction. Later other projects were initiated by Corporate Division and Testing Group. Some of the common criteria for selecting the projects by these organizations are: Measurable financial benefits Impact on business Linking to company s business strategy Have high probability of success Impact has to be far reaching A list of projects completed by these organizations is shown in Table II.

Organization Hospital Construction and Related Engineering Service Consultancy Service TABLE II LIST OF SIX SIGMA PROJECTS Projects To improve in-patient admission turnaround time at the Department of Emergency Medicine (DEM) To reduce turnaround time for stat laboratory results from Specialist Outpatient Clinic (SOC) To improve appointment lead-time for SOC To reduce waiting time and turnaround time for emergency patients Fewer lost calls, more happy customers at Dental Clinic To reduce door-to-reperfusion therapy time for STEMI (ST-Elevation Myocardial Infarction) To improve the conversion process at DEM To reduce the procedure turnaround time in DEM To improve Accident & Emergency (Walk in) patient cycle time Reduction of the number of suspensions in TOP/CSC applications Improve CONQUAS assessment consistency Improve electronic submission front-end services and user friendliness to customers Improve reliability of the lift s automatic rescue device performance Reduce water seepage in wet area floors Improve the typical floor-to-floor cycle time for private high-rise residential project Increase savings from utility bill In case of all the three organizations top management believed in Six Sigma. They were convinced about its benefits. They also felt that this quality initiative could bring their respective organizations to an even higher level of quality. This prompted the top management decision to implement Six Sigma. The objective for implementing Six Sigma was to improve not only their own internal processes but also to work closely with their customers, clients or industry partners to improve on their key processes and services. C. Data Collection Procedures Informants We interviewed overall 10 informants for this study from these three organizations, about their observations and experiences of Six Sigma implementation. Informants were drawn from different levels of management as shown in Table III. The interviews involved five BBs, one GB, and four team members of projects. In case of the hospital, one of the BBs is the Director of Quality Management Office (QMO) and the other is the Head, (DEM). The other four informants are Staff Nurses with limited knowledge on Six Sigma. For the construction and related engineering service organization the BBs are; the Assistant Director of Corporate Development Division (CDD) and the Senior Development Officer, Technology Development Division (TDD). In consultancy service, the BB is the Consultant in Corporate Development Office and the GB is the Building Manager in Administration and Building Management Department. Though the informants were selected on the basis of personal contacts, they represented different levels of expertise, training, and experience of Six Sigma projects. TABLE III LIST OF INTERVIEWEES Organization Interviewee Designation Hospital I1 Director (QMO) Construction and Related Engineering Service Consultancy Service I2 I3 Head (DEM) Staff Nurse I4 Staff Nurse All are from DEM I5 I6 I7 I8 I9 I10 Staff Nurse Staff Nurse Assistant Director (CORENET, CDD) Senior Development Officer (CONQUAS Department, TDD) Consultant (Corporate Development Office) Building Manager (Administration and Building Management Department) Interviews We conducted structured interviews with all the informants. The questionnaire was sent to the informants prior to the interview, on their request. The structured questionnaire involved questions on the Six Sigma initiative, project selection, the Six Sigma implementation process, and the learning experience. As a part of Six Sigma initiative, we asked the informants about the reason they prefer Six Sigma over other initiatives, how the preparations were done, and what was their approach to training personnel. In project selection the informants were asked about the criteria of selection for the projects, factors involved in success of a project, and the reasons behind unsuccessful projects. For the implementation of Six Sigma, we asked them about their considerations on CTQs, STTs usage at different stages of DMAIC, selection criteria of STTs, and KPIs. We also asked the informants about their learning experience on the basis of Six Sigma s relevance to their organization, problems faced during the implementation process, and how they overcame those problems. Participation in projects One of the researchers participated in two projects at the hospital, from initial stages. As a part of the team the researcher visited the organization once every week for four months and during that period participated regularly in their team meetings. This helped to understand how the projects are initiated and what preparations are done for team formation. The involvement in the project from define to improve stage helped in understanding the identification of CTQs, selection procedure of STTs, data collection and, and practical problems faced at different stages of DMAIC. The researcher was also involved in the data part which helped in interacting with the various members and finding out the purpose behind carrying out particular. Documentation Information about Six Sigma implementation in these organizations is gathered also through different sources as websites, articles from newspapers, magazines and journals,

and from the reports and presentations of the completed projects. A. Data Analysis III. RESULTS AND DISCUSSION The of the data involved different sources, transcripts of the interviews, participant observation, and documentary evidences. Initial confirmed existence of CSFs, CTQs, STTs, and KPIs. Management support is clearly the most important of CSFs as it is not required only to initiate Six Sigma but also to help in smooth running of the projects. This was evidenced by the researcher who was involved in projects in the hospital. Whenever the project leader was present in the meetings, then only all team members were sincere in attending and discussing about the project. Another factor which is required for Six Sigma success is support of team members. All the three organizations considered for this study is unified on these two success factors. Examination of the data revealed time as the most important of CTQs. In case of KPIs, financial benefits, timely delivery, and customer satisfaction are the most common and consistent across the organizations. One notable observation from the interviews is ambiguity between the terms CTQ and KPI. The KPI is generally considered as key process input variable and is used interchangeably with CTQ. Closer of data reveals variation across data sources on tools and techniques usage in different stages of DMAIC. For example, the interview transcripts mention usage of a number of STTs at different stages by the interviewees, whereas the evidences from documents show usage of lesser number of tools and techniques in projects. We infer two reasons behind this difference. One is because of the familiarity and ease of an individual with particular STTs usage, even though they have the knowledge of all tools and techniques. This is supported by the response from the Assistant Director in the construction and related engineering service organization. Project leaders or members use the tools they are more familiar with. They won t use the tools they are not confident with. Second, it depends on factors such as the nature of business, the nature of projects, and the nature of collected data. As can be observed from the response of one of the informant: There are some tools we do not use like, DOE. We do not due to the nature of our business. Certain tools we use are on data and data organizations like bar charts, graphs etc. selection of tool depends on nature of project, on what kind of data is collected Overall, the of data suggests the existence of constructs CSFs, CTQs, and STTs. The evidence of these constructs can be observed across different data sources of the three organizations. B. Findings The of Six Sigma implementation in these organizations suggests the importance of success factors, CTQs, and STTs and thus confirms with the findings from literature. The information collected through interviews, personal observation, and archival sources are analysed and the findings are presented in Table IV. CSFs CTQs KPIs STTs TABLE IV SUMMARY OF FINDINGS Hospital Public Service Consultancy support Support of team members Cultural change Time (cycle time, service time, turnaround time) Employee behaviour Timely delivery Customer satisfaction Define Project charter SIPOC diagram VOC Measure Pareto diagram Run chart Analyze Cause and effect diagram Data (Descriptive statistics) Improve Creative thinking 5 why Control Statistical process control support Cultural change Support of team members Time (cycle time, service time) Time to respond and restore customer complaints Timely and accurate information to customer Financial benefits Customer satisfaction Define Project charter SIPOC diagram VOC Measure Pareto diagram Descriptive statistics Analyze Cause and effect diagram Hypothesis testing Data (Descriptive statistics) Improve Brainstorming 5 why Control Statistical process control support Support of team members Turnaround time Service cost Financial benefits Timely delivery Define Project charter Stakeholder Measure Pareto diagram Histogram Analyze Cause and effect diagram Brainstorming Root cause Data (Descriptive statistics) Improve Force field Cost benefit 5 why Control Statistical process control The above table shows that though the service organizations are different still there are similarities in CSFs, CTQs, STTs, and KPIs among them. There are some differences in usage of tools and techniques used by these organizations. The use of hypothesis testing in case of construction and related engineering services is due to similar nature of some projects with those of manufacturing. The term KPI is interpreted in a different way by the practitioners. This shows the need for

rethinking on the term KPI. The of data source provides further revelations about Six Sigma implementation in services. These additional findings are related to the practical problems faced by the organization for implementing as well as sustaining the Six Sigma program. Some of the problems identified are: a) Data Collection This is one of the most serious problems faced by the organizations. In case of manufacturing the data is readily available but not so in case of services. The Building Manager of the consultancy service organization mentioned during the interview session. In service I think so far the most difficult is data collection, if you talk about manufacturing they have data around. Services are volatile difficult to get data. Similar difficulty is also mentioned by the Assistant Director of construction and related engineering services. According to him the nature of data to be collected for improvement makes it difficult. For example, collection of customer complaints in using an online system can be a data. But as an organization it will be better if these complaints are less. So, from organization s perspective no complaints is required but as a team member of Six Sigma project it is favorable to have more complaints to help in tracking the problem and solving it. b) Insufficient resources Another problem that is observed from the data is about Six Sigma projects being done part-time. This is uniform for all the three service organizations included in this study. As evidenced by the following response from the Building Manager of the consultancy service organization. We are still holding on our jobs, this is our primary role. Normally we have to reach out of our time, i.e. unlike manufacturing where they have full-time. This part-time involvement in Six Sigma projects generally results in stretching the resources such as time and manpower. Along with the above mentioned problems there are some others such as deciding upon the scope of project, attaching incentives to the successfully completed Six Sigma projects, quantification of savings, extension of project timeline, and staff turnover. IV. CONCLUSION The primary aim of this study was to explore success factors which led to the Six Sigma initiative, the process of Six Sigma implementation through proper identification of CTQs and STTs, and the performance indicators which display the improvements due to Six Sigma. Our results identify different CSFs, CTQs, and STTs which influence Six Sigma implementation. In the following section we will discuss the contributions from the present study and limitations. A. Implications Using the grounded theory approach proposed by Glaser and Strauss [1], we started with CSFs, CTQs, KPIs, and STTs, looked into the Six Sigma journey of three service organizations through various data sources, and found that the constructs are consistent with the literature. This study is about of Six Sigma is implemented in service organizations. The findings of the study provide an understanding of the different aspects of Six Sigma implementation, which can help in extending it to different service organizations. Our study supports the idea that, management support is the most important of success factors and it is not important only for initiating Six Sigma but also required for overcoming the problems faced by team members during Six Sigma project. As mentioned by one of the participant: for Six Sigma to succeed management commitment is very important. Management must not only support Six Sigma but they must show that they are into it. There are some problems, some obstacles along the way which the team members at their level cannot resolve, so management has to step in. The findings also suggest that support of team members and cultural change as important success factors, while implementing Six Sigma. In case of CTQs; time is found as the most important of process parameters to improve, while financial benefits and customer satisfaction as most important KPIs. Uniformity in tools and techniques usage is also observed across organizations. This uniformity depends on nature of business, nature of projects, nature of collected data, and the familiarity and convenience of project leaders and team members with the usage of certain cluster of tools and techniques. This is an important finding, as it can be extended to other types of service organizations to see the applicability of same tools and techniques to projects of similar nature. This will help in defining uniform STTs for Six Sigma implementation for different service organizations. Our study also has practical implications. One of the significant implications from the finding is the extension of theoretical framework to practical application. Sets of CSFs, CTQs, and tools and techniques can act as guideline for the managers while implementing Six Sigma. The discussion with the informants also suggests that Six Sigma is relevant to service organizations and its success depends on executing really challenging projects. As mentioned by the Assistant Director of construction and related engineering services. full blown success of Six Sigma will be good only when there is very challenging projects. This is an encouraging finding as it shows wider applicability of Six Sigma with projects not limited to solving

just simple problems but complex technical problems specific to service organizations. The study also helps in understanding the practical problems faced in service organizations during Six Sigma implementation. First is the problem of data collection. In manufacturing the data are readily available but for services gathering data is time consuming. Second, unlike manufacturing, in services there are no full-time BBs. They are also responsible for day-to-day work of the organization. This is also applicable for the GBs who are involved in the project. This is one of the major obstacles faced during Six Sigma projects. Third, it is sometimes difficult to identify projects year after year. The projects can be identified for first few years but number decreases gradually. Lastly, the problem faced due to team members leaving in the middle of a project. These limitations show while suggesting Six Sigma for service organizations it is better to understand the specific problems and requirements of service organizations rather than following a pattern of implementation similar to manufacturing. B. Limitations Although this study has generated a new understanding on the topic through a combination of interviews, articles, and reports and presentations of the completed projects, still the work has the inherent limitations of a case study. As much of the data collected is retrospective, based on recollection of past events, thus it is subjected to problems inherent to memory. Though, this limitation was tried to overcome by combining retrospective and longitudinal study; as done in case of hospital, to enhance construct, external, and internal validity [2]. [9] J.H. Cho and J.S. Jang, Six Sigma key ingredients for successful implementation of Six Sigma in Korean companies, ANQ Congress Proceedings, 2006. [10] K.H. Henderson, and J.R. Evans, Successful implementation of Six Sigma: benchmarking General Electric company, Benchmarking: An International Journal, vol. 7, no. 4, pp. 260 281, 2000. [11] R. Basu, Implementing quality: A practical guide to tools and techniques: Enabling the power of operational excellence. 1 st Ed, London: Thomson Learning, 2004. [12] R.B. Coronado, and J. Antony, Critical success factors for the successful implementation of Six Sigma projects in organizations, The TQM Magazine, vol. 14, no. 2, pp. 92 99, 2002. [13] T.N. Goh, A strategic assessment of Six Sigma, Quality and Reliability Engineering International, vol. 18, pp. 403 410, 2002. [14] Y.H. Kwak, and F.T. Anbari, Benefits, obstacles and future of Six Sigma approach, Technovation, vol. 26, pp. 708 715, 2006. REFERENCES [1] B.G. Glaser, and A.L. Strauss, The discovery of grounded theory: strategies for qualitative research, Weidenfeld and Nicolson: London, 1967. [2] D.L. Barton, A dual methodology for case studies: synergistic use of a longitudinal single site with replicated multiple sites, Organization Science, vol. 1, no. 3, pp. 248 266, 1990. [3] G.W. Frings, and L. Grant, Who moved my sigma..effective implementation of the Six Sigma methodology to hospitals, Quality and Reliability Engineering International, vol. 21, pp. 311 328, 2005. [4] H. de Koning, and J. de Mast, A rational reconstruction of Six Sigma s breakthrough cookbook, International Journal of Quality and Reliability Management, vol. 23, no.7, pp. 766 787, 2006. [5] J. Antony, Six Sigma for service processes, Business Process Management Journal, vol. 12, no. 2, pp. 234 248, 2006. [6] J. Antony, Six Sigma in the UK service organizations: results from a pilot survey, Managerial Auditing Journal, vol. 19, no. 8, pp. 1006 1013, 2004. [7] J. Antony, M.Kumar, and C.N. Madu, Six Sigma in small- and medium-sized UK manufacturing enterprises, International Journal of Quality and Reliability Management, vol. 22, no. 8, pp. 860 874, 2005. [8] J.E. Brady, and T.T. Allen, Six Sigma literature: a review and agenda for future research, Quality and Reliability Engineering International, vol. 22, pp. 335 367, 2006.