Exploring the Lean Implementation Barriers in Small and Medium-Sized Enterprises Using Interpretive Structure Modeling and Interpretive Ranking Process
Abstract
:1. Introduction
- -
- What are the various LBs for SMEs in the manufacturing sector?
- -
- How may the LBs be classified using MICMAC analysis?
- -
- How can the LBs be modeled using ISM and ranked employing IRP?
2. Literature Review
3. Research Methodology
- -
- If the SSIM (p, q) entry is ‘V’, the reachability matrix (p q) entry becomes 1 and the (q, p) entry becomes 0.
- -
- If the SSIM (p, q) entry is ‘A’, the reachability matrix (p, q) entry becomes 0 and the (q, p) entry becomes 1.
- -
- If the SSIM (p, q) entry is ‘X’, the reachability matrix (p, q) entry becomes 1, and the (q, p) entry similarly becomes 1.
- -
- If the SSIM (p, q) entry is ‘O’, the reachability matrix (p, q) entry becomes 0, and the (q, p) entry similarly becomes 0.
4. Results
4.1. Step 1
4.2. Step 2: Interpretive Structure Modeling (ISM) and MICMAC Results
4.2.1. Level Partitions
4.2.2. Interpretive Structure Modeling (ISM)
4.2.3. Matrice D’impacts Croisés Multiplication Appliquée á un Classment (MICMAC) Analysis
4.2.4. Model Validation
4.3. Step 3: Interpretive Ranking Process (IRP) Model
4.3.1. Cross-Interaction Matrix (CIM)
4.3.2. Interpretive Matrix (IM)
5. Discussion
6. Research Limitations and Future Research Directions
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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LBs Code | LBS | Description | References |
---|---|---|---|
B01 | Lack of resources to invest | SMEs face insufficient resources while implementing lean. | [44,45,46] |
B02 | Current regulations and policies | SMEs find stringent rules and policies to be followed in their production activities. | [44,45,46] |
B03 | Lack of empowerment of employees | SMEs could provide employee empowerment, which restricts the effective and efficient decision-making | [22,24] |
B04 | Lack of machines and plant configuration | SMEs find resources shortage in machine availability and up-to-date plant. | [22,24] |
B05 | Lack of formal training for workers | SMEs find difficulty in recruiting skilled, well-trained manpower to handle manufacturing challenges. | [32,44,46] |
B06 | Lack of cooperation and mutual trust between management and employees | SMEs may have a conflict with employees to prevail on mutual trust and a sense of positive cooperation. | [24,44] |
B07 | Worker resistance | SMEs find worker resistance to establishing the new approach, methodology, etc. | [24,44] |
B08 | Top management resistance | SMEs suffer from resistance from the top management. | [24,25,33,39] |
B09 | Poor facilities and layout configuration | SMEs suffer from a shortage of resources, leading to facilities and plant layouts. | [22,24] |
B10 | Slow response to market | SMEs struggle to meet the pace of the market and find themselves slow in reacting to market changes. | [24,45] |
B11 | Lack of a strong quality policy | SMEs fear establishing a strong quality policy. | [22,24] |
B12 | Lack of awareness | SMEs have a wide knowledge gap and find it difficult to remain aware and updated. | [24,45] |
B13 | Existing organizational culture | SMEs suffer from the existing organizational culture not responding well to new changes. | [24,45] |
B14 | Risk of sustainable practice implementation | SMEs face the risk of sustainable practices if implemented. | [22,24] |
B15 | Lack of perseverance | SMEs face the barriers of a lack of perseverance. | [23] |
B16 | Lack of lean understanding | SMEs feel the barriers of a lack of lean understanding. | [24,45] |
B17 | Insufficient information system | SMEs have an information gap in their information system. | [45,46] |
B18 | Manufacturing Process | SMEs have limited access to the most up-to-date manufacturing processes. | [29,45] |
B19 | Lack of skilled Employees | SMEs have fewer skilled employees to meet the manufacturing demand with the required skills. | [29,33,45] |
LBs Code | LBs | Mean | Standard Deviation (σ) |
---|---|---|---|
LB01 | Lack of resources to invest | 4.8 | 0.42 |
LB02 | Slow response to market | 4.7 | 0.48 |
LB03 | Lack of awareness | 4.6 | 0.52 |
LB04 | Lack of formal training for workers | 4.2 | 0.63 |
LB05 | Top management resistance | 4.1 | 0.57 |
LB06 | Lack of empowerment of employees | 4.0 | 0.47 |
LB07 | Lack of perseverance | 4.0 | 0.80 |
LB08 | Worker resistance | 3.9 | 0.74 |
LB09 | Lack of strong quality policy | 3.9 | 0.74 |
LB10 | Lack of cooperation and mutual trust between management and employees | 3.8 | 0.92 |
LB11 | Lack of lean understanding | 3.7 | 0.95 |
LB12 | Insufficient information system | 3.6 | 0.97 |
LB13 | Risk of sustainable practice implementation | 3.3 | 0.67 |
LBs Code | LB01 | LB02 | LB03 | LB04 | LB05 | LB06 | LB07 | LB08 | LB09 | LB10 | LB11 | LB12 | LB13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LB01 | 1 | 0.636 ** | 0.716 ** | 0.627 ** | 0.385 ** | 0.394 ** | 0.359 ** | 0.383 ** | 0.399 ** | 0.420 ** | 0.352 ** | 0.367 ** | 0.275 * |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.001 | 0.001 | 0.011 | ||
LB02 | 0.636 ** | 1 | 0.693 ** | 0.626 ** | 0.514 ** | 0.519 ** | 0.433 ** | 0.530 ** | 0.454 ** | 0.515 ** | 0.283 ** | 0.409 ** | 0.319 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.003 | ||
LB03 | 0.716 ** | 0.693 ** | 1 | 0.681 ** | 0.411 ** | 0.385 ** | 0.403 ** | 0.415 ** | 0.460 ** | 0.454 ** | 0.321 ** | 0.376 ** | 0.334 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | ||
LB04 | 0.627 ** | 0.626 ** | 0.681 ** | 1 | 0.446 ** | 0.446 ** | 0.365 ** | 0.464 ** | 0.445 ** | 0.472 ** | 0.295 ** | 0.333 ** | 0.401 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.006 | 0.002 | 0.000 | ||
LB05 | 0.385 ** | 0.514 ** | 0.411 ** | 0.446 ** | 1 | 0.600 ** | 0.645 ** | 0.694 ** | 0.650 ** | 0.679 ** | 0.421 ** | 0.355 ** | 0.423 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | ||
LB06 | 0.394 ** | 0.519 ** | 0.385 ** | 0.446 ** | 0.600 ** | 1 | 0.634 ** | 0.668 ** | 0.668 ** | 0.625 ** | 0.445 ** | 0.403 ** | 0.419 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
LB07 | 0.359 ** | 0.433 ** | 0.403 ** | 0.365 ** | 0.645 ** | 0.634 ** | 1 | 0.726 ** | 0.746 ** | 0.618 ** | 0.386 ** | 0.349 ** | 0.364 ** |
0.001 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.001 | ||
LB08 | 0.383 ** | 0.530 ** | 0.415 ** | 0.464 ** | 0.694 ** | 0.668 ** | 0.726 ** | 1 | 0.714 ** | 0.689 ** | 0.444 ** | 0.418 ** | 0.433 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
LB09 | 0.399 ** | 0.454 ** | 0.460 ** | 0.445 ** | 0.650 ** | 0.668 ** | 0.746 ** | 0.714 ** | 1 | 0.716 ** | 0.379 ** | 0.381 ** | 0.393 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
LB10 | 0.420 ** | 0.515 ** | 0.454 ** | 0.472 ** | 0.679 ** | 0.625 ** | 0.618 ** | 0.689 ** | 0.716 ** | 1 | 0.473 ** | 0.389 ** | 0.349 ** |
0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | ||
LB11 | 0.352 ** | 0.283 ** | 0.321 ** | 0.295 ** | 0.421 ** | 0.445 ** | 0.386 ** | 0.444 ** | 0.379 ** | 0.473 ** | 1 | 0.625 ** | 0.661 ** |
0.001 | 0.009 | 0.003 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
LB12 | 0.367 ** | 0.409 ** | 0.376 ** | 0.333 ** | 0.355 ** | 0.403 ** | 0.349 ** | 0.418 ** | 0.381 ** | 0.389 ** | 0.625 ** | 1 | 0.639 ** |
0.001 | 0.000 | 0.000 | 0.002 | 0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
LB13 | 0.275 * | 0.319 ** | 0.334 ** | 0.401 ** | 0.423 ** | 0.419 ** | 0.364 ** | 0.433 ** | 0.393 ** | 0.349 ** | 0.661 ** | 0.639 ** | 1 |
0.011 | 0.003 | 0.002 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 |
LBs Code | LBs | 13 | 12 | 11 | 10 | 9 | 8 | 7 | 6 | 5 | 4 | 3 | 2 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LB01 | Lack of resources to invest | V | V | V | V | V | V | A | V | V | V | V | V |
LB02 | Slow response to market | V | A | A | A | O | A | A | O | A | A | A | |
LB03 | Lack of awareness | V | V | V | V | V | V | O | V | A | X | ||
LB04 | Lack of formal training for workers | V | X | V | V | V | V | V | O | A | |||
LB05 | Top management resistance | V | V | V | V | V | V | V | V | ||||
LB06 | Lack of empowerment of Employees | V | O | V | A | V | A | O | |||||
LB07 | Lack of perseverance | V | A | V | A | O | A | ||||||
LB08 | Worker resistance | V | A | V | V | V | |||||||
LB09 | Lack of strong quality policy | V | O | A | A | ||||||||
LB10 | Lack of cooperation and mutual trust between management and employees | V | A | V | |||||||||
LB11 | Lack of lean understanding | V | A | ||||||||||
LB12 | Insufficient information system | V | |||||||||||
LB13 | Risk of sustainable practice implementation |
LBs Code | LBs | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | DP# |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LB01 | Lack of resources to invest | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 13 |
LB02 | Slow response to market | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
LB03 | Lack of awareness | 0 | 1 | 1 | 1 | 0 | 1 | 1 * | 1 | 1 | 1 | 1 | 1 | 1 | 11 |
LB04 | Lack of formal training for workers | 0 | 1 | 1 | 1 | 0 | 1 * | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 11 |
LB05 | Top management resistance | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 12 |
LB06 | Lack of empowerment of employees | 0 | 1 * | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 5 |
LB07 | Lack of perseverance | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 * | 0 | 1 | 0 | 1 | 5 |
LB08 | Worker resistance | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 8 |
LB09 | Lack of strong quality policy | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 2 |
LB10 | Lack of cooperation and mutual trust between management and employees | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 7 |
LB11 | Lack of lean understanding | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 7 |
LB12 | Insufficient information system | 0 | 1 | 1 * | 1 | 0 | 1 * | 1 | 1 | 1 * | 1 | 1 | 1 | 1 | 11 |
LB13 | Risk of sustainable practice implementation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
Dependence | 1 | 11 | 5 | 5 | 2 | 8 | 8 | 6 | 11 | 7 | 10 | 5 | 13 |
Iteration | LBs | Reachability Set | Antecedent Set | Intersection Set | Level |
---|---|---|---|---|---|
ii | 2 | 2 | 1, 2, 3, 4, 5,6, 7, 8, 10, 11, 12 | 2 | II |
ii | 9 | 9 | 1, 3, 4, 6, 8, 9, 10, 11, 12 | 9 | II |
iii | 11 | 11 | 1, 3, 4, 5, 6, 7, 8, 10, 11, 12 | 11 | III |
iv | 6 | 6 | 1, 3, 4, 5,6, 8, 10, 12 | 6 | IV |
iv | 7 | 7 | 1, 3, 4, 5, 8, 10, 12 | 7 | IV |
v | 10 | 10 | 1, 3, 4, 5, 8, 10, 12 | 10 | V |
vi | 8 | 8 | 1, 3, 4, 5, 8, 12 | 8 | VI |
vii | 3, 4, 12 | 3, 4, 12 | 1, 3, 4, 5, 12 | 3, 4, 12 | VII |
viii | 5 | 5 | 1, 5 | 5 | VIII |
ix | 1 | 1 | 1 | 1 | IX |
LBs Code | P1 | P2 | P3 | P4 |
---|---|---|---|---|
Manufacturing Cost | Service Quality | Volume Flexibility | Safety | |
LB 1 | 1 | 1 | 1 | 0 |
LB 2 | 1 | 1 | 0 | 0 |
LB 3 | 0 | 1 | 1 | 1 |
LB 4 | 1 | 1 | 0 | 1 |
LB 5 | 1 | 0 | 1 | 0 |
LB 6 | 0 | 1 | 1 | 0 |
LB 7 | 1 | 1 | 1 | 0 |
LB 8 | 0 | 1 | 1 | 0 |
LB 9 | 1 | 1 | 0 | 1 |
LB 10 | 0 | 0 | 1 | 1 |
LB 11 | 1 | 1 | 1 | 0 |
LB 12 | 1 | 0 | 0 | 0 |
LB 13 | 1 | 0 | 0 | 1 |
LBs Code | P1 | P2 | P3 | P4 |
---|---|---|---|---|
Manufacturing Cost | Service Quality | Volume Flexibility | Safety | |
LB01 | Shortages of resources may delay and increase hold-up for the product, people, and machinery during the production process. | Shortages of various resources, e.g., money, skilled workers, and machines affect the quality of the service directly. | Resource shortages may hinder adapting to the changing demands of the customers, which reduces flexibility. | |
LB02 | Slow response increases manufacturing costs. | A slow response to the market may affect the service quality. Not changing the product according to customer needs, schemes, discounts, or adjusting prices according to the market contributes to it. | ||
LB03 | Being unaware of the current market trends and customer needs leads to a reduction in customer service. | Unawareness of the new technologies, trends, customer demands reduce the flexibility | Unawareness of workplace hazards and unsafe equipment may cause accidents, which is dangerous for the employees. | |
LB04 | The lack of training and ignorant workers leads to poor job performance and hinders progress. | Untrained workers may lead to poor quality of work and service. | Workplace accidents and machine hazards may affect employee health and safety. | |
LB05 | Poor strategies, improper guidelines, and policies escalate the cost. | Not adjusting to uncertain demands reduces flexibility. | ||
LB06 | Lack of empowerment leads to unhappy, demotivated employees, with no sense of responsibility. | Employees are unable to make decisions during critical times because they lack authority. | ||
LB07 | Employees may not take care in their jobs and tasks, making mistakes; wasting time and materials may increase the manufacturing costs. | Due to a lack of perseverance, the employees may not perform their tasks, not pay heed to errors, or have poor-quality finished jobs. | Flexibility is reduced by a lack of willingness to work for the demands. | |
LB08 | Not caring about the quality of the products, and not being bothered about problems arising in the workplace. | If workers are not committed to their jobs, it reduces the flexibility. | ||
LB09 | The lack of a strong quality policy may increase the number of reworks and decrease the productivity | The lack of strong policies may lead to low-quality products, decreasing productivity and service quality. | This may lead to poor safety conditions, which can cause dangerous accidents to employees. | |
LB10 | Lack of trust between higher-ups and employees, lack of commitment; bad leadership and relationships between employer and employee can all make it harder to change. | Poor leadership may fail to maintain safety standards. | ||
LB11 | Lack of lean knowledge may increase the cost, time, and unnecessary task reworks, thus increasing the manufacturing costs. | This affects the quality of the work and increases the non-value-added activities, which cost the customer and the company. | Lack of lean understanding reduces flexibility. | |
LB12 | This disrupts the flow of the information system and creates communication gaps between the employer and employee. | |||
LB13 | This increases waste diversity and increases the overutilization of resources. | This leads to poor labor conditions. |
Paired Comparison of LBS in Terms of Dominance | Performance Variable (s) for Which the Dominance Holds Good | Paired Comparison of LBs in Terms of Dominance | Performance Variable (s) for Which the Dominance Holds Good |
---|---|---|---|
1 Dominating 2 | P1,P2,P3 | 7 Dominating 6 | P2,P3 |
1 Dominating 5 | P1,P3 | 7 Dominating 9 | P1,P2 |
1 Dominating 6 | P2,P3 | 7 Dominating 10 | P3 |
1 Dominating 8 | P2,P3 | 7 Dominating 11 | P1,P2,P3 |
1 Dominating 10 | P3,P4 | 7 Dominating 13 | P1 |
1 Dominating 12 | P1,P2,P3 | 8 Dominating 3 | P2,P3 |
1 Dominating 13 | P1,P4 | 8 Dominating 5 | P3 |
2 Dominating 5 | P1,P2 | 8 Dominating 6 | P2,P3 |
2 Dominating 6 | P2 | 8 Dominating 7 | P2,P3 |
2 Dominating 8 | P2 | 8 Dominating 9 | P2 |
2 Dominating 12 | P1 | 8 Dominating 13 | P2,P3 |
2 Dominating 13 | P1 | 9 Dominating 1 | P1,P2 |
3 Dominating 1 | P2,P3,P4 | 9 Dominating 2 | P1,P2 |
3 Dominating 2 | P2 | 9 Dominating 5 | P1 |
3 Dominating 5 | P3 | 9 Dominating 13 | P1,P4 |
3 Dominating 9 | P1,P2 | 10 Dominating 2 | P2 |
3 Dominating 12 | P2,P3,P4 | 10 Dominating 3 | P3,P4 |
3 Dominating 13 | P4 | 10 Dominating 6 | P3 |
4 Dominating 1 | P1,P2 | 10 Dominating 8 | P3 |
4 Dominating 2 | P1,P2 | 10 Dominating 12 | P3,P4 |
4 Dominating 3 | P2,P3 | 10 Dominating 13 | P4 |
4 Dominating 5 | P1 | 11 Dominating 1 | P1,P2,P3 |
4 Dominating 6 | P2 | 11 Dominating 2 | P1,P2 |
4 Dominating 8 | P2 | 11 Dominating 3 | P2,P3 |
4 Dominating 9 | P1,P2,P4 | 11 Dominating 4 | P1,P2 |
4 Dominating 10 | P4 | 11 Dominating 8 | P2,P3 |
5 Dominating 6 | P3 | 11 Dominating 9 | P1,P2 |
5 Dominating 10 | P3 | 11 Dominating 10 | P3 |
5 Dominating 11 | P1,P3 | 12 Dominating 4 | P1 |
5 Dominating 12 | P1 | 12 Dominating 6 | P1 |
5 Dominating 13 | P1 | 12 Dominating 7 | P1,P2 |
6 Dominating 3 | P2,P3 | 12 Dominating 8 | P1,P2,P3 |
6 Dominating 9 | P2 | 12 Dominating 9 | P1 |
6 Dominating 11 | P2,P3 | 12 Dominating 11 | P1 |
7 Dominating 1 | P1,P2,P3 | 12 Dominating 13 | P1,P4 |
7 Dominating 2 | P1,P2 | 13 Dominating 4 | P1,P4 |
7 Dominating 3 | P2,P3 | 13 Dominating 6 | P1,P2,P3,P4 |
7 Dominating 4 | P2 | 13 Dominating 11 | P1,P2,P3,P4 |
7 Dominating 5 | P1,P3 |
LBs | LB01 | LB02 | LB03 | LB04 | LB05 | LB06 | LB 07 | LB08 | LB09 | LB10 | LB11 | LB12 | LB13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LB01 | - | P3 | P1 | P3 | P2 | P1 | P1,P2,P3 | P1 | P3 | P1,P2 | P1,P2,P3 | P2,P3 | P2 |
LB02 | P2,P1 | - | P1,P3,P4 | P4 | P2,P3 | P2,P3 | P3 | P1,P3 | P4 | P1,P2 | P1,P2 | P2 | P1 |
LB03 | P2,P3,P4 | P2 | - | P1,P3 | P1,P2,P4 | P4 | P4 | P4 | P3 | P2 | P4 | P2,P3,P4 | P2,P3 |
LB04 | P1,P2,P4 | P1,P2 | P2,P4 | - | P2,P4 | P1,P4 | P4 | P1,P4 | P1,P2,P4 | P1,P2 | P4 | P2,P4 | P2 |
LB05 | P1,P3 | P1 | P3 | P1,P3 | - | P1 | P2,P3 | P1 | P3 | P1 | P1 | P3,P4 | P3 |
LB06 | P2 | P2 | P2,P3 | P2,P3 | P2,P3 | - | P2,P3 | P2,P3 | P3 | P2 | P2,P3 | P2,P3 | P2,P3 |
LB07 | P1,P2,P3 | P1,P2 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | - | P1 | P3 | P1,P2 | P1,P2,P3 | P2,P3 | P3 |
LB08 | P2,P3 | P2 | P2,P3 | P2,P3 | P2,P3 | P2,P3 | P2,P3 | - | P3 | P2 | P1 | P2,P3 | P2,P3 |
LB09 | P1,P2,P4 | P1,P2 | P1,P2,P4 | P1,P2,P4 | P1,P2,P4 | P1,P2,P4 | P1,P2,P4 | P1,P2,P4 | - | P1 | P4 | P2,P4 | P2 |
LB10 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | P3,P4 | - | P4 | P3,P4 | P3 |
LB11 | P1,P2,P3 | P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | P1,P2,P3 | - | P2,P3 | P1 |
LB12 | P1 | P1 | P1 | P1 | P1 | P1 | P1 | P1 | P1 | P1 | P1 | - | P1 |
LB13 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | P1,P4 | - |
LBs | LB1 | LB2 | LB3 | LB4 | LB5 | LB6 | LB7 | LB8 | LB9 | LB10 | LB11 | LB12 | LB13 | Number of Cases Dominating (D) | Net Dominance (D-B) | Rank |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LB1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 2 | 3 | 2 | 1 | 18 | −9 | 11 | |
LB2 | 2 | 3 | 1 | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 20 | 3 | 5 | |
LB3 | 3 | 1 | 2 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | 20 | −5 | 10 | |
LB4 | 3 | 2 | 2 | 2 | 2 | 1 | 2 | 3 | 2 | 1 | 2 | 1 | 23 | −1 | 7 | |
LB5 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 14 | −12 | 13 | |
LB6 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 20 | −3 | 9 | |
LB7 | 3 | 2 | 3 | 3 | 3 | 3 | 1 | 1 | 2 | 3 | 2 | 1 | 27 | 5 | 4 | |
LB8 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | 20 | −1 | 7 | |
LB9 | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 1 | 2 | 1 | 28 | 10 | 2 | |
LB10 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 22 | 3 | 5 | |
LB11 | 3 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 2 | 1 | 31 | 12 | 1 | |
LB12 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 12 | −11 | 12 | |
LB13 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 24 | 9 | 3 | |
Number of cases being dominated (B) | 27 | 17 | 25 | 24 | 26 | 23 | 22 | 21 | 18 | 19 | 19 | 23 | 15 |
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Qureshi, K.M.; Mewada, B.G.; Alghamdi, S.Y.; Almakayeel, N.; Mansour, M.; Qureshi, M.R.N. Exploring the Lean Implementation Barriers in Small and Medium-Sized Enterprises Using Interpretive Structure Modeling and Interpretive Ranking Process. Appl. Syst. Innov. 2022, 5, 84. https://doi.org/10.3390/asi5040084
Qureshi KM, Mewada BG, Alghamdi SY, Almakayeel N, Mansour M, Qureshi MRN. Exploring the Lean Implementation Barriers in Small and Medium-Sized Enterprises Using Interpretive Structure Modeling and Interpretive Ranking Process. Applied System Innovation. 2022; 5(4):84. https://doi.org/10.3390/asi5040084
Chicago/Turabian StyleQureshi, Karishma M., Bhavesh G. Mewada, Saleh Y. Alghamdi, Naif Almakayeel, Mohamed Mansour, and Mohamed Rafik N. Qureshi. 2022. "Exploring the Lean Implementation Barriers in Small and Medium-Sized Enterprises Using Interpretive Structure Modeling and Interpretive Ranking Process" Applied System Innovation 5, no. 4: 84. https://doi.org/10.3390/asi5040084
APA StyleQureshi, K. M., Mewada, B. G., Alghamdi, S. Y., Almakayeel, N., Mansour, M., & Qureshi, M. R. N. (2022). Exploring the Lean Implementation Barriers in Small and Medium-Sized Enterprises Using Interpretive Structure Modeling and Interpretive Ranking Process. Applied System Innovation, 5(4), 84. https://doi.org/10.3390/asi5040084