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A REVIEW ON SIX SIGMA METHODOLOGY IN MANUFACTURING INDUSTRIES
CHANDRAKALA SAO1
& SRIDHAR K2
1
Assistant Professor, Department of Mechanical Engineering, CSIT, Durg, Chhattisgarh, India
2
Professor, Department of Mechanical Engineering, CSIT, Durg, Chhattisgarh, India
ABSTRACT
Six Sigma has evolved as a powerful quality improvement methodology in many industries and its importance is
growing. This paper presents that the concept of Six Sigma, DMAIC methodology used to implementation of Six Sigma
especially for manufacturing industries. And some issues that are acting as critical successful factors for implementation of
Six Sigma by manufacturing industries have been discussed. This paper describes the methodology, implementation and
benefits of Six Sigma. At last some topics for future research are presented.
KEYWORDS: Critical Successful Factors, Process Capability, Normal Probability Distribution, Critical to Quality
Requirements, DMAIC Methodology
INTRODUCTION
Six Sigma differs from other quality programs in its top down drive in its rigorous methodology that consists of
detailed analysis, decisions based on facts, and a control plan to ensure continuous quality control of a process [7].
Six Sigma was started in Motorola by engineer Bill Smith in the late 1980s in order to address the company‘s chronic
problems of meeting customer expectations in a cost effective manner [2]. Six sigma in manufacturing industries has been
providing significant benefits, but there is no clarity in procedure regarding the exact parameters for six sigma
implementation in industries [1]. All the organizations required to improve their production capabilities and management
processes in order to survive long time in the market. This can be achieved by zero defects, improving processes, reduction
in process variability, reduction in costs, increased profits, improve product quality and enhance productivity and
increasing customer satisfaction [12].
The continuous quest for business improvement philosophies and methodologies like Six Sigma addresses the
competitive pressure and challenges that all business sector faces to ensure their sustainability in the global market.
Six Sigma is a quality improvement strategy that seeks to find and eliminate cause of defects or mistakes in business
processes by focusing on outputs that are of critical importance to customers [6]. As a result, process performance should
be enhanced, customer satisfaction should be improved and the bottom-line should be impacted through cost savings and
increased revenue.
In statistical terms, Six Sigma means 3.4 defects per million opportunities, where sigma is used to represent the
variation about the average of a process. The aim of Six Sigma is to keep the distance between the process average and the
nearest tolerance limit to at least six standard deviations and thus reduce variability in products and processes in order to
prevent defects. The concept of normal probability distribution curve as shown in figure 1 can be related to the concept of
Six Sigma. Jayesh Pathak and Tusar Desai [8] stated that most processes are subject to disturbances that could cause the
process mean to shift by 1.5 times standard deviation from the target. Factoring a shift of 1.5 standard deviation in the
International Journal of Industrial
Engineering & Technology (IJIET)
ISSN(P): 2277-4769; ISSN(E): 2278-9456
Vol. 5, Issue 1, Feb 2015, 13-18
© TJPRC Pvt. Ltd.
14 Chandrakala Sao & Sridhar K
Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0
process mean then results in a 3.4 defects per million opportunities.
Figure 1: Normal Distribution (Six-Sigma) Curve [18]
ASSUMPTIONS IN SIX SIGMA
In applying Six Sigma there are several assumptions and they should be considered seriously. The most important
assumptions are that each process can be characterized by a normal distribution but in real non-normal distribution are
present. In this case the actual defect rate is higher than the predicted rates. Another assumption is that a 1.5 ïł shift in the
process mean is likely to occur and design goal of 6ïł is necessary to provide a safe margin against such shifts [16]. But
generally 6ïł processes are under statistical control. Hence these shifts are detected at first opportunity or soon. Hence it is
always not necessary to assume the mean shift. Final assumption is that defects are randomly distributed throughout units
and process steps which are independent of each other. This may not be true in always such cases poison distribution for
computing the defect rates and process yield might become invalid.
CRITICAL SUCCESSFUL FACTORS FOR SIX SIGMA IMPLEMENTATION
The key barrier to the implementation of Six Sigma in small medium enterprises (SMEs) has become lack of
training and guiding for successful completion of project, but training program was too costly for SMEs [5]. At present, it
is very easier in SMEs to get better external resources for guidance without paying more cost [17].
The Critical Successful Factors (CSFs) for Six Sigma implementation in many industries are:
 Poor participation of employee,
 Lack of training and knowledge,
 Internal resistance from the middle management,
 Lack of resources,
 Commitment from the top management
 Poor six sigma project selection etc.
A Review on Six Sigma Methodology in Manufacturing Industries 15
www.tjprc.org editor@tjprc.org
These factors are playing very important role in Six Sigma implementation including SMEs.[13].
METHODOLOGY OF SIX SIGMA
Many models are available for process design and process improvement. Most of these models are based on
PDCA cycle introduced by Quality philosopher Deming [15]. A paradigm of statistical concepts are embodied in Six
Sigma’s methodologies, which are used as the basis for carry out projects related to Quality management [11].
Six Sigma uses define, measure, analyze, improve, and control (DMAIC) methodology for process improvement
or customer-oriented quality improvement (figure 2). Data and objective measurement is critical at each step of DMAIC
framework. The standard statistical quality tools and techniques are incorporated at each step of the framework that makes
Six Sigma unique from other continuous improvement initiatives [14]. After the define phase of the project, critical to
quality characteristics and process variables are identified, discussed in the Measure and Analyze phase. This is followed
by Improve phase where the optimal setting for process parameters are identified and tuned for a better performance.
At the end in the Control phase, it is ensured that the resulting gains are sustained beyond the completion of the project [4].
Figure 2: DAMIC Methodology [17]
DAMIC methodology consists of number of management and statistical tools and techniques in its respective
phases. There are five steps in the conventional Six Sigma process: [3]
 Define – a business team first identifies suitable projects based on business objectives, customer needs, and
feedback. The team identifies the critical to quality (CTQ) issues and other items that have an impact on quality
and customer satisfaction.
 Measure – a problem-solving team then identifies and classifies likely internal processes influencing CTQ
performance. Measurement system analysis, capability studies, and finding performance gaps dominate the work
in this phase.
 Analyze – the team then works to find root cause and identify the underlying physics of the issue. This phase is
not finished until root cause is found.
16 Chandrakala Sao & Sridhar K
Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0
 Improve – the team then confirms key variables by measuring their effect on the CTQ characteristics. Actions are
piloted and real tolerances established to deliver desired performance.
 Control – plans and actions are implemented to sustain the gains.
Table 1 Shows the Objective and Tools of Six Sigma Methodology
Table 1: Tools Used in Six Sigma Methodology
Define Measure Analyse Improve Control
Objective:
DEFINE the
opportunity
Objective:
MEASURE current
performance
Objective:
ANALYZE the
root causes of
problems
Objective:
IMPROVE the
process to
eliminate root
causes
Objective:
CONTROL the
process
to sustain the
gains
Tools:
1. Cost of Poor
Quality (COPQ)
2. Voice of the
Stakeholder
(VOS)
3. Project Charter
Tools:
1. Failure Modes
and Effect Analysis
(FMEA)
2. Critical to
Quality
Requirements
(CTQs)
Tools:
1.Histograms,
2.Hypothesis
Tests
3.Regression
Analysis
Tools:
1.Solution
Selection Matrix
2.To-Be Process
Map(s)
Tools:
1.Control Charts
BENEFITS OF SIX SIGMA IMPLEMENTATION
Many industries including small and medium scale industries observing reduction in process variability,
improvement in productivity, Improved Customer Loyalty and cost minimization to perform operations by implementing
Six sigma programs[10],[19]. Linking Six Sigma program to employees will help in getting better cooperation from
employees, improved work culture and boost morale. Linking Six Sigma with the suppliers will help in supplier
participation in design the products, reducing product development cycle, which shall result in the effective
implementation of Six Sigma. Sharing Six Sigma problem solving tools and techniques will allow for employee
development and help create a climate and systems for employee motivation. Organizations can gain much by volunteering
to implement Six Sigma rather than waiting for it to be imposed [9].
CONCLUSIONS
Six Sigma has evolved significantly and continues to expand since its inception at Motorola in the mid 1980s to
improve the performance of its processes. Six Sigma is a powerful breakthrough improvement business strategy that
enables industries to use simple statistical methods for achieving the sustaining operational excellence. Six Sigma is a
disciplined approach consists of steps: define, measure, analyze, improve and control processes that result in reduction in
process variability and zero defects. Six Sigma methodologies are applicable in both the manufacturing and service firms.
Application of continuous improvement strategies is not limited to any type or size of the organization.
Large organizations have been reaping benefits since last three decades by implementing Six Sigma business strategy.
Although Six Sigma has been implemented with success in many large scale industries, still there is less documented
evidence of its implementation in smaller organizations due to lack of understanding and other pertinent constraints.
A Review on Six Sigma Methodology in Manufacturing Industries 17
www.tjprc.org editor@tjprc.org
Critical Success Factors study showed that management involvement and commitment is the most important factor in
successful deployment of Six Sigma. It is observed that there is a big gap in the level of importance and level of practice of
CSFs within the organizations.
More research in the area of Six Sigma is still necessary to contribute to the concept and practice of
implementation of Six Sigma and conceptual frame work for process improvement model to reduce waste and create value
in the manufacturing industries.
REFERENCES
1. Amar, K, Davis, D, “A review of six sigma implementation frameworks and related literature”, Proceedings of the
International Multi Conference of Engineering and Computer Scientist,91-21 March, Hong Kong,(2011)
2. Arvind Jayant, V. Sahni, Ms. Nisha Garg “Development of quality cost evaluation system for cost reduction”
Industrial engineering journal volume 5 Issue no. 9 February 2012.
3. Bikram Jit Singh, Dinesh Khanduja “Ambience of Six Sigma in Indian Foundries- an empirical investigation”
volume VII, 2012
4. Daulat singh, Dr. Tusar N Desai “Application of Six Sigma DMAIC methodology in industry” Industrial
Engineering journal volume VII, issue no. 2 February 2014.
5. Desai, D. A, Improving customer delivery commitments the Six Sigma way: case study of an Indian small scale
industry. International Journal of Six Sigma and Competitive Advantage,(2009).
6. Dharmendra Tyagi, V. K. Soni, V. K.Khare “A review on issue for implementation of Six Sigma by SMEs”
IJLTET Volume 3 and issue 4 Feb 2014
7. Hongbo Wang “A review of Six Sigma approach: Methodology, Implementation and future research” IEEE
Xplore,February 2009.
8. Jayesh Pathak, Tusar N. Desai “Six Sigma Quality management technique an overview” JERS Volume VII Issue
3, Sep 2011.
9. Kumar, M, Antony, J, and Christian, N. M, “Six Sigma in small- and midium sized UK manufacturing
enterprises: Some empirical observations”, International Journal of Quality & Reliability Management, 22(8),
2005.
10. Kumar, M. and Antony, J, “Multiple case-study analysis of quality management practices within UK Six Sigma
and non-Six Sigma manufacturing small- and medium-sized enterprises”, Journal of Engineering Manufacture,
2009.
11. Kumar, M, “Critical success factors and hurdles to Six Sigma implementation: the case of a UK manufacturing
SME”, International Journal of Six Sigma and Competitive Advantage, 3(4),2007.
12. Kaushik, P, Khanduja, D, Mittal, K. and Jaglan, P, “A case study: Application of Six Sigma methodology in a
small and medium-sized manufacturing enterprise” The TQM Journal, 24(1),2012.
13. Mandahawi, N, Rami H. F, Obeidat, S, “An Application of Customized Lean Six Sigma to Enhance Productivity
18 Chandrakala Sao & Sridhar K
Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0
at a Paper Manufacturing Company”, Jordan Journal of Mechanical and Industrial Engineering, 6 (1), 2012.
14. Prasenjeet C. Gholap, Tushar N. Desai “Reduction of rework the Six Sigma Way : case study of an Indian small
scale industry” Feb 2009.
15. Piyush K. soni, Ashok kumar gupta “ optimizing implementation of statistical process control and six-sigma tools
usingmatlab8.3in a process industry” International journal of innovation in engineering research &
management,ISSN:2348-4918
16. Ravi S. Reosekar, “Design and development of six sigma implementation framework for indian industries,”
IJEBEA 5(2), 2013
17. Raghunath A, Dr.Jayathirtha R V “Barriers for implementation of six sigma by small and medium enterprises.”
volume 2 Issue no. 2 February 2013.
18. Tjahjono, B. and Ball, P, Vitanov, V. I, Scorzafave, C, Nogueira, J, Calleja, J, Minguet, M, Narasimha, L, Rivas,
A, Srivastava, A, Srivastava, S. and Yadav, A, “Six Sigma: a literature review”, International Journal of Lean Six
Sigma, 1(3),2010.
19. Wessel, G, Burcher, P, “Six sigma for small and medium-sized enterprises”, The TQM Magazine, 16(4), 2004.

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A REVIEW ON SIX SIGMA METHODOLOGY IN MANUFACTURING INDUSTRIES

  • 1. www.tjprc.org editor@tjprc.org A REVIEW ON SIX SIGMA METHODOLOGY IN MANUFACTURING INDUSTRIES CHANDRAKALA SAO1 & SRIDHAR K2 1 Assistant Professor, Department of Mechanical Engineering, CSIT, Durg, Chhattisgarh, India 2 Professor, Department of Mechanical Engineering, CSIT, Durg, Chhattisgarh, India ABSTRACT Six Sigma has evolved as a powerful quality improvement methodology in many industries and its importance is growing. This paper presents that the concept of Six Sigma, DMAIC methodology used to implementation of Six Sigma especially for manufacturing industries. And some issues that are acting as critical successful factors for implementation of Six Sigma by manufacturing industries have been discussed. This paper describes the methodology, implementation and benefits of Six Sigma. At last some topics for future research are presented. KEYWORDS: Critical Successful Factors, Process Capability, Normal Probability Distribution, Critical to Quality Requirements, DMAIC Methodology INTRODUCTION Six Sigma differs from other quality programs in its top down drive in its rigorous methodology that consists of detailed analysis, decisions based on facts, and a control plan to ensure continuous quality control of a process [7]. Six Sigma was started in Motorola by engineer Bill Smith in the late 1980s in order to address the company‘s chronic problems of meeting customer expectations in a cost effective manner [2]. Six sigma in manufacturing industries has been providing significant benefits, but there is no clarity in procedure regarding the exact parameters for six sigma implementation in industries [1]. All the organizations required to improve their production capabilities and management processes in order to survive long time in the market. This can be achieved by zero defects, improving processes, reduction in process variability, reduction in costs, increased profits, improve product quality and enhance productivity and increasing customer satisfaction [12]. The continuous quest for business improvement philosophies and methodologies like Six Sigma addresses the competitive pressure and challenges that all business sector faces to ensure their sustainability in the global market. Six Sigma is a quality improvement strategy that seeks to find and eliminate cause of defects or mistakes in business processes by focusing on outputs that are of critical importance to customers [6]. As a result, process performance should be enhanced, customer satisfaction should be improved and the bottom-line should be impacted through cost savings and increased revenue. In statistical terms, Six Sigma means 3.4 defects per million opportunities, where sigma is used to represent the variation about the average of a process. The aim of Six Sigma is to keep the distance between the process average and the nearest tolerance limit to at least six standard deviations and thus reduce variability in products and processes in order to prevent defects. The concept of normal probability distribution curve as shown in figure 1 can be related to the concept of Six Sigma. Jayesh Pathak and Tusar Desai [8] stated that most processes are subject to disturbances that could cause the process mean to shift by 1.5 times standard deviation from the target. Factoring a shift of 1.5 standard deviation in the International Journal of Industrial Engineering & Technology (IJIET) ISSN(P): 2277-4769; ISSN(E): 2278-9456 Vol. 5, Issue 1, Feb 2015, 13-18 © TJPRC Pvt. Ltd.
  • 2. 14 Chandrakala Sao & Sridhar K Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0 process mean then results in a 3.4 defects per million opportunities. Figure 1: Normal Distribution (Six-Sigma) Curve [18] ASSUMPTIONS IN SIX SIGMA In applying Six Sigma there are several assumptions and they should be considered seriously. The most important assumptions are that each process can be characterized by a normal distribution but in real non-normal distribution are present. In this case the actual defect rate is higher than the predicted rates. Another assumption is that a 1.5 ïł shift in the process mean is likely to occur and design goal of 6ïł is necessary to provide a safe margin against such shifts [16]. But generally 6ïł processes are under statistical control. Hence these shifts are detected at first opportunity or soon. Hence it is always not necessary to assume the mean shift. Final assumption is that defects are randomly distributed throughout units and process steps which are independent of each other. This may not be true in always such cases poison distribution for computing the defect rates and process yield might become invalid. CRITICAL SUCCESSFUL FACTORS FOR SIX SIGMA IMPLEMENTATION The key barrier to the implementation of Six Sigma in small medium enterprises (SMEs) has become lack of training and guiding for successful completion of project, but training program was too costly for SMEs [5]. At present, it is very easier in SMEs to get better external resources for guidance without paying more cost [17]. The Critical Successful Factors (CSFs) for Six Sigma implementation in many industries are:  Poor participation of employee,  Lack of training and knowledge,  Internal resistance from the middle management,  Lack of resources,  Commitment from the top management  Poor six sigma project selection etc.
  • 3. A Review on Six Sigma Methodology in Manufacturing Industries 15 www.tjprc.org editor@tjprc.org These factors are playing very important role in Six Sigma implementation including SMEs.[13]. METHODOLOGY OF SIX SIGMA Many models are available for process design and process improvement. Most of these models are based on PDCA cycle introduced by Quality philosopher Deming [15]. A paradigm of statistical concepts are embodied in Six Sigma’s methodologies, which are used as the basis for carry out projects related to Quality management [11]. Six Sigma uses define, measure, analyze, improve, and control (DMAIC) methodology for process improvement or customer-oriented quality improvement (figure 2). Data and objective measurement is critical at each step of DMAIC framework. The standard statistical quality tools and techniques are incorporated at each step of the framework that makes Six Sigma unique from other continuous improvement initiatives [14]. After the define phase of the project, critical to quality characteristics and process variables are identified, discussed in the Measure and Analyze phase. This is followed by Improve phase where the optimal setting for process parameters are identified and tuned for a better performance. At the end in the Control phase, it is ensured that the resulting gains are sustained beyond the completion of the project [4]. Figure 2: DAMIC Methodology [17] DAMIC methodology consists of number of management and statistical tools and techniques in its respective phases. There are five steps in the conventional Six Sigma process: [3]  Define – a business team first identifies suitable projects based on business objectives, customer needs, and feedback. The team identifies the critical to quality (CTQ) issues and other items that have an impact on quality and customer satisfaction.  Measure – a problem-solving team then identifies and classifies likely internal processes influencing CTQ performance. Measurement system analysis, capability studies, and finding performance gaps dominate the work in this phase.  Analyze – the team then works to find root cause and identify the underlying physics of the issue. This phase is not finished until root cause is found.
  • 4. 16 Chandrakala Sao & Sridhar K Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0  Improve – the team then confirms key variables by measuring their effect on the CTQ characteristics. Actions are piloted and real tolerances established to deliver desired performance.  Control – plans and actions are implemented to sustain the gains. Table 1 Shows the Objective and Tools of Six Sigma Methodology Table 1: Tools Used in Six Sigma Methodology Define Measure Analyse Improve Control Objective: DEFINE the opportunity Objective: MEASURE current performance Objective: ANALYZE the root causes of problems Objective: IMPROVE the process to eliminate root causes Objective: CONTROL the process to sustain the gains Tools: 1. Cost of Poor Quality (COPQ) 2. Voice of the Stakeholder (VOS) 3. Project Charter Tools: 1. Failure Modes and Effect Analysis (FMEA) 2. Critical to Quality Requirements (CTQs) Tools: 1.Histograms, 2.Hypothesis Tests 3.Regression Analysis Tools: 1.Solution Selection Matrix 2.To-Be Process Map(s) Tools: 1.Control Charts BENEFITS OF SIX SIGMA IMPLEMENTATION Many industries including small and medium scale industries observing reduction in process variability, improvement in productivity, Improved Customer Loyalty and cost minimization to perform operations by implementing Six sigma programs[10],[19]. Linking Six Sigma program to employees will help in getting better cooperation from employees, improved work culture and boost morale. Linking Six Sigma with the suppliers will help in supplier participation in design the products, reducing product development cycle, which shall result in the effective implementation of Six Sigma. Sharing Six Sigma problem solving tools and techniques will allow for employee development and help create a climate and systems for employee motivation. Organizations can gain much by volunteering to implement Six Sigma rather than waiting for it to be imposed [9]. CONCLUSIONS Six Sigma has evolved significantly and continues to expand since its inception at Motorola in the mid 1980s to improve the performance of its processes. Six Sigma is a powerful breakthrough improvement business strategy that enables industries to use simple statistical methods for achieving the sustaining operational excellence. Six Sigma is a disciplined approach consists of steps: define, measure, analyze, improve and control processes that result in reduction in process variability and zero defects. Six Sigma methodologies are applicable in both the manufacturing and service firms. Application of continuous improvement strategies is not limited to any type or size of the organization. Large organizations have been reaping benefits since last three decades by implementing Six Sigma business strategy. Although Six Sigma has been implemented with success in many large scale industries, still there is less documented evidence of its implementation in smaller organizations due to lack of understanding and other pertinent constraints.
  • 5. A Review on Six Sigma Methodology in Manufacturing Industries 17 www.tjprc.org editor@tjprc.org Critical Success Factors study showed that management involvement and commitment is the most important factor in successful deployment of Six Sigma. It is observed that there is a big gap in the level of importance and level of practice of CSFs within the organizations. More research in the area of Six Sigma is still necessary to contribute to the concept and practice of implementation of Six Sigma and conceptual frame work for process improvement model to reduce waste and create value in the manufacturing industries. REFERENCES 1. Amar, K, Davis, D, “A review of six sigma implementation frameworks and related literature”, Proceedings of the International Multi Conference of Engineering and Computer Scientist,91-21 March, Hong Kong,(2011) 2. Arvind Jayant, V. Sahni, Ms. Nisha Garg “Development of quality cost evaluation system for cost reduction” Industrial engineering journal volume 5 Issue no. 9 February 2012. 3. Bikram Jit Singh, Dinesh Khanduja “Ambience of Six Sigma in Indian Foundries- an empirical investigation” volume VII, 2012 4. Daulat singh, Dr. Tusar N Desai “Application of Six Sigma DMAIC methodology in industry” Industrial Engineering journal volume VII, issue no. 2 February 2014. 5. Desai, D. A, Improving customer delivery commitments the Six Sigma way: case study of an Indian small scale industry. International Journal of Six Sigma and Competitive Advantage,(2009). 6. Dharmendra Tyagi, V. K. Soni, V. K.Khare “A review on issue for implementation of Six Sigma by SMEs” IJLTET Volume 3 and issue 4 Feb 2014 7. Hongbo Wang “A review of Six Sigma approach: Methodology, Implementation and future research” IEEE Xplore,February 2009. 8. Jayesh Pathak, Tusar N. Desai “Six Sigma Quality management technique an overview” JERS Volume VII Issue 3, Sep 2011. 9. Kumar, M, Antony, J, and Christian, N. M, “Six Sigma in small- and midium sized UK manufacturing enterprises: Some empirical observations”, International Journal of Quality & Reliability Management, 22(8), 2005. 10. Kumar, M. and Antony, J, “Multiple case-study analysis of quality management practices within UK Six Sigma and non-Six Sigma manufacturing small- and medium-sized enterprises”, Journal of Engineering Manufacture, 2009. 11. Kumar, M, “Critical success factors and hurdles to Six Sigma implementation: the case of a UK manufacturing SME”, International Journal of Six Sigma and Competitive Advantage, 3(4),2007. 12. Kaushik, P, Khanduja, D, Mittal, K. and Jaglan, P, “A case study: Application of Six Sigma methodology in a small and medium-sized manufacturing enterprise” The TQM Journal, 24(1),2012. 13. Mandahawi, N, Rami H. F, Obeidat, S, “An Application of Customized Lean Six Sigma to Enhance Productivity
  • 6. 18 Chandrakala Sao & Sridhar K Impact Factor (JCC): 4.3857 Index Copernicus Value (ICV): 3.0 at a Paper Manufacturing Company”, Jordan Journal of Mechanical and Industrial Engineering, 6 (1), 2012. 14. Prasenjeet C. Gholap, Tushar N. Desai “Reduction of rework the Six Sigma Way : case study of an Indian small scale industry” Feb 2009. 15. Piyush K. soni, Ashok kumar gupta “ optimizing implementation of statistical process control and six-sigma tools usingmatlab8.3in a process industry” International journal of innovation in engineering research & management,ISSN:2348-4918 16. Ravi S. Reosekar, “Design and development of six sigma implementation framework for indian industries,” IJEBEA 5(2), 2013 17. Raghunath A, Dr.Jayathirtha R V “Barriers for implementation of six sigma by small and medium enterprises.” volume 2 Issue no. 2 February 2013. 18. Tjahjono, B. and Ball, P, Vitanov, V. I, Scorzafave, C, Nogueira, J, Calleja, J, Minguet, M, Narasimha, L, Rivas, A, Srivastava, A, Srivastava, S. and Yadav, A, “Six Sigma: a literature review”, International Journal of Lean Six Sigma, 1(3),2010. 19. Wessel, G, Burcher, P, “Six sigma for small and medium-sized enterprises”, The TQM Magazine, 16(4), 2004.