| Literature DB >> 36231166 |
Małgorzata Jasiulewicz-Kaczmarek1, Katarzyna Antosz2, Ryszard Wyczółkowski3, Małgorzata Sławińska1.
Abstract
Traditionally, sustainable development has been seen as a combination of three pillars: economic, social and environmental development. In recent years, another one has been added to these three pillars, namely culture, as being indispensable in achieving sustainable development. This study proposes an integrated approach for the identification and classification of safety culture factors in the company in a sustainability context. The research design was based on the assumption that safety culture is part of organizational culture that should support the development of corporate sustainability. Firstly, the identification of the safety culture factors (SCFs) based on the literature review was presented. Then, the ISM method was used to identify the interaction between SCFs and to develop the hierarchical structure of these factors. In the next step, ISM was integrated with the MICMAC method to cluster the factors based on driving power and dependence power into four categories. Finally, safety culture factors with high driving power were rated using the fuzzy TOPSIS method from the sustainability dimension perspective. This approach was used in an automotive industry company to improve and develop the company's practices aimed at implementing a sustainable development strategy. A sensitivity analysis was also carried out to monitor the robustness of the approach.Entities:
Keywords: ISM-MICMAC analysis; fuzzy TOPSIS; safety culture; safety culture analysis; sustainability
Mesh:
Year: 2022 PMID: 36231166 PMCID: PMC9564704 DOI: 10.3390/ijerph191911869
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Examples of safety culture definition.
| References | Safety Culture Definitions |
|---|---|
| [ | “the product of individual and group values, attitudes, competencies, and patterns of behaviour that determine the commitment to, and the style and proficiency of, an organisation’s health & safety programs” |
| [ | “those aspects of the organisational culture which will impact on attitudes and behaviour related to increasing or decreasing risk” |
| [ | “social construct used by industry and academe to describe the way that safety is being managed in organizations to avoid catastrophes and personal injuries” |
| [ | “a set of organizational processes and professional practices, written rules and informal prevention, and ways of thinking, perceiving, and representing risk in organizations” |
| [ | “Safety culture is a relatively stable construct consisting of collective norms, values, and assumptions that are shaped gradually over time by multilevel influences.” |
| [ | “Safety culture means all material and non-material elements of a person’s well-established achievements for cultivating, recovering (when lost) and raising the level of safety of certain entities” |
Examples of industry safety culture definition.
| References | Industry | Safety Culture Definitions |
|---|---|---|
| [ | Nuclear | “the assembly of characteristics and attitudes in organizations and individuals that establishes that, as an overriding priority, nuclear plant safety issues receive the attention warranted by their significance” |
| [ | Maritime | “culture in which there is considerable informed endeavour to reduce risks to the individual, ships and the marine environment to a level that is as low as is reasonably practicable” |
| [ | Railway | “refers to the interaction between the requirements of the Safety Management System (SMS), how people make sense of them, based on their attitudes, values and beliefs, and what they actually do, as seen in decisions and behaviours” |
Safety culture factors/aspects.
| Safety Culture Factors/Aspects | Author/s |
|---|---|
| (1) Top management commitment; (2) safety manager commitment; (3) worker commitment; (4) safety supervisor competence; (5) worker knowledge and experience; (6) worker empowerment; (7) safety communication; (8) safety incentive program; (9) incident reporting system; (10) housekeeping | [ |
| (1) Management commitment; (2) communication; (3) rewards and recognition; (4) trust between managers and employees; (5) employee engagement; (6) education on OHS; (7) employees’ competences; (8) attitudes towards OHS regulations; (9) analysis of accidents; (10) monitoring employees’ behavior | [ |
| (1) Psychological: safety attitude, peer influence, safety knowledge, perception of risk; (2) situational: safety rules, accident and incident, reporting, working environment, job satisfaction; (3) behavioral: management commitment, safety commitment, ownership of safety, safety training, safety communication, reward and recognition, safety investment, worker’s competencies | [ |
| (1) Workplace safety perception; (2) safety implementation; (3) status of safety committee; (4) accountability of work; (5) worker involvement; (6) workers’ safety perception; (7) safety priority over other goals; (8) safety investigation; (9) safety policy; (10) rules and procedures; (11) risk assessment; (12) employee attitude toward safety; (13) safety communication; (14) safety training; (15) safety compliance and management commitment. | [ |
| (1) Safety communication; (2) safety incentives; (3) safety manager’s attitude; (3) safety manager’s behavior; (4) safety compliance; (5) safety policy; (6) safety participation; (7) safety rules and procedures; (8) safety training; (9) safety worker’s involvement | [ |
| (1) Safety management system and procedure; (2) management commitment; (3) safety attitudes; (4) workmate’s influences; (5) employee’s involvement; (6) safety knowledge; (7) safety behavior | [ |
| (1) Training, briefing and competency; (2) vision, leadership and commitment; (3) law, rules and work procedures; (4) safety and crisis management; (5) individual agents; (6) management style and organizational communication; (7) participation and commitment of personnel, supervisors and middle management; (8) non-organizational agents; (9) making available foundations and source management. | [ |
| (1) Management system: participation, safety mind, communication and information exchange, leadership, safety education, safety laws and regulations; (2) individual factors: knowledge, motivation, attitude, lifestyle, competence, responsibility, expert knowledge and skill; (3) organizational factors: production speed and timing, equipment, facilities, and technology, sources. | [ |
Fuzzy linguistic terms and correspondent fuzzy numbers for each criterion.
| Linguistic Terms | Abbreviation | TFN |
|---|---|---|
| Very low important | VL | (0, 0, 0.1) |
| Low important | L | (0, 0.1, 0.3) |
| Medium low | ML | (0.1, 0.3, 0.5) |
| Medium Important | M | (0.3, 0.5, 0.7) |
| Medium high | MH | (0.5, 0.7, 0.9) |
| High important | H | (0.7, 0.9, 1.0) |
| Very high important | VH | (0.9, 1.0, 1.0) |
Linguistic terms for alternative ratings.
| Linguistic Terms | Abbreviation | TFN |
|---|---|---|
| Very poor | VP | (0, 0, 1) |
| Poor | P | (0, 1, 3) |
| Medium poor | MP | (1, 3, 5) |
| Fair | F | (3, 5, 7) |
| Medium good | MG | (5, 7, 9) |
| Good | G | (7, 9, 10) |
| Very good | VG | (9, 10, 10) |
Figure 1The model of the research.
Selected environmental and social risk associated with the automotive industry.
| Sustainability Issues | Automotive | ||||
|---|---|---|---|---|---|
| Metal Products and Machinery | Related Sectors | ||||
| Iron, Steel and Other Metals | Electronic Products | Precision Instruments | |||
| Energy | M | H | M | M | |
| Water use | M | M | M | M | |
| Emission to water | H | M | H | H | |
| Waste | H | H | M | M | |
| Emission to Air | M | H | M | M | |
| Ecosystems | L | L | L | L | |
| Workplace health and safety | M | H | L | L | |
| Disaster risk | M | M | L | L | |
| Scoring rating: |
| High risk issue | Low risk issue | ||
Source: own elaboration based on [85].
The factors affecting safety culture.
| No. | Name of the Factor | Description | References |
|---|---|---|---|
| F1 | Management commitment | This commitment can be manifested in the positive attitudes toward the activities relating to safety management and in the behaviours visible to the workers | [ |
| F2 | Communication | Transfer of information to employees about the possible risks in the workplace and the correct way to combat them. | [ |
| F3 | Rewards and Recognition | Fair incentive and feedback system that encourages employees to work safely | [ |
| F4 | Trust between managers and employees | Managers treat employees with respect, keep their promises and encourage mutual trust and support. Employees respect the orders of their superiors and follow their recommendations | [ |
| F5 | Employee engagement | Orientation towards active participation in safety. The workforce is engaged when individuals promote safe behaviors and actively reduce workplace hazards | [ |
| F6 | Education on OHS | Health and safety training, which are adapted to the specifics of the work (on-the-job training) and hazards occurring at the workplace. In addition, promoting safe behaviour through educational campaigns, posters and practical exercises | [ |
| F7 | Employees’ competences | Competence refers to the knowledge, skills and attitudes that are essential to the successful completion of a task. | [ |
| F8 | Attitudes towards OHS regulations | A sense of personal responsibility for the safety of each employee, attitude to health and safety regulations and compliance with them. | [ |
| F9 | Reporting and analysis of accidents | Reporting accidents and near misses and their analysis, taking into account the causes and effects of accidents, initiating corrective and preventive actions. | [ |
| F10 | Monitoring employees’ behavior | Monitoring the state of safety and supervision over the way work is performed (e.g., the use of protection measures and detection of potential problems). | [ |
Factors comparison matrix (SSIM).
| F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|
|
| V | V | V | V | V | V | V | V | V |
|
| - | V | X | X | X | V | A | A | X |
|
| - | - | V | O | X | V | X | O | O |
|
| - | - | - | V | V | X | X | X | O |
|
| - | - | - | - | O | X | O | O | V |
|
| - | - | - | - | - | V | V | V | V |
|
| - | - | - | - | - | - | V | O | V |
|
| - | - | - | - | - | - | - | O | O |
|
| - | - | - | - | - | - | - | - | V |
Initial reachability matrix.
| F1 | F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|---|
|
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
|
| 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 |
|
| 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 |
|
| 0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 |
|
| 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 |
|
| 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 |
|
| 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 |
|
| 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
|
| 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 |
|
| 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
Final reachability matrix.
| Factors | F1 | F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | Driving Power |
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 10 |
|
| 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 * | 1 * | 1 | 9 |
|
| 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 * | 0 | 6 |
|
| 0 | 1 | 0 | 1 | 1 | 1 * | 1 | 1 | 1 | 1 * | 8 |
|
| 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 * | 1 * | 1 * | 6 |
|
| 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 7 |
|
| 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 5 |
|
| 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 3 |
|
| 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
|
| 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 3 |
|
| 1 | 7 | 5 | 7 | 5 | 5 | 7 | 9 | 7 | 8 | 61 |
* means value after applying transitivity.
Level partition of the SCFs.
| Factors | R(ti)—Reachability Set | A(ti)—Antecedent Set | R(ti) ∩ A(ti) | Level |
|---|---|---|---|---|
|
| 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 | 1 | 1 | VII |
|
| 2, 3, 4, 5, 6, 7, 8, 9, 10 | 2, 4, 5, 6, 9, 10 | 2, 4, 5, 6, 9, 10 | VII |
|
| 2, 3, 4, 5, 6, 7, 8, 9 | 1, 2, 3, 6, 8 | 3, 6, 8 | VI |
|
| 2, 4, 5, 6, 7, 8, 9, 10 | 1, 2, 3, 4, 7, 8, 9 | 2, 4, 7, 8, 9 | V |
|
| 2, 5, 6, 7, 8, 9, 10 | 1, 2, 3, 4, 5, 7 | 2, 5, 7 | IV |
|
| 2, 3, 6, 7, 8, 9, 10 | 1, 2, 3, 4, 5, 6 | 2, 3, 6 | III |
|
| 4, 5, 7, 8, 10 | 1, 2, 3, 4, 5, 6, 7 | 4, 5, 7 | II |
|
| 3, 4, 8 | 1, 2, 3, 4, 5, 6, 7, 8 | 3, 4, 8 | I |
|
| 2, 4, 9, 10 | 1, 2, 3, 4, 5, 6, 9 | 2, 4, 9 | II |
|
| 2, 10 | 1, 2, 4, 5, 6, 7, 9, 10 | 2, 10 | I |
Figure 2ISM model of the safety culture factors.
Figure 3Direct influence map according for the safety culture factors with identified impact.
The strength of the influence of SCF.
| F1 | F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|---|
|
| 0 | 0 | 2 | 2 | 3 | 2 | 1 | 1 | 3 | 2 |
|
| 0 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 3 | 1 |
|
| 0 | 0 | 0 | 1 | 0 | 1 | 2 | 1 | 2 | 0 |
|
| 0 | 1 | 0 | 0 | 2 | 1 | 2 | 1 | 2 | 2 |
|
| 0 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 3 | 3 |
|
| 0 | 1 | 1 | 0 | 0 | 0 | 2 | 3 | 3 | 2 |
|
| 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 3 |
|
| 1 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
|
| 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 |
|
| 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
Figure 4Direct influence/dependence map (a) and graph (b) for SCFs with a defined power of impact.
The matrix of indirect influence of SCFs.
| F1 | F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | |
|---|---|---|---|---|---|---|---|---|---|---|
|
| 0 | 2947 | 2959 | 4051 | 2603 | 1876 | 3770 | 6007 | 5319 | 6727 |
|
| 0 | 2544 | 2530 | 3451 | 2205 | 1586 | 3190 | 5144 | 4515 | 5748 |
|
| 0 | 1805 | 1761 | 2433 | 1570 | 1176 | 2364 | 3660 | 3301 | 3914 |
|
| 0 | 1843 | 1772 | 2457 | 1593 | 1135 | 2359 | 3717 | 3296 | 4171 |
|
| 0 | 1508 | 1407 | 1934 | 1278 | 911 | 1831 | 2931 | 2546 | 3215 |
|
| 0 | 1829 | 1736 | 2350 | 1533 | 1109 | 2212 | 3570 | 3105 | 3872 |
|
| 0 | 948 | 921 | 1246 | 841 | 591 | 1163 | 1898 | 1647 | 2121 |
|
| 0 | 787 | 835 | 1078 | 707 | 530 | 1003 | 1595 | 1433 | 1705 |
|
| 0 | 783 | 771 | 1022 | 716 | 524 | 1032 | 1584 | 1444 | 1695 |
|
| 0 | 507 | 478 | 624 | 422 | 319 | 650 | 1016 | 922 | 1044 |
Figure 5Indirect influence map (a) and graph (b) for SCFs with a defined power of impact.
Figure 6The ranking comparison of SCFs among factors according to their influences (a) and dependencies (b).
Figure 7Displacement map (indirect to direct) for SCFs.
The criteria for safety culture factors evaluation.
| No | Criteria |
|---|---|
| C1 | Decries risk in the workplace |
| C2 | Safety consciousness |
| C3 | Pro-environmental—behavior |
| C4 | Waste reduction |
| C5 | Productivity |
Each criterion weight in linguistic term.
| DM | Criteria | ||||
|---|---|---|---|---|---|
| C1 | C2 | C3 | C4 | C5 | |
| DM1 | VH | VH | VH | MH | M |
| DM2 | H | VH | VH | VH | M |
| DM3 | VH | VH | VH | H | VH |
Each criterion’s weight in TFN.
| DM | Criteria | ||||
|---|---|---|---|---|---|
| C1 | C2 | C3 | C4 | C5 | |
| DM1 | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.5, 0.7, 0.9) | (0.3, 0.5, 0.7) |
| DM2 | (0.7, 0.9, 1.0) | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.3, 0.5, 0.7) |
| DM3 | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.9, 1.0, 1.0) | (0.7, 0.9, 1.0) | (0.9, 1.0, 1.0) |
| Weight | (0.83, 0.97, 1) | (0.9, 1, 1) | (0.9, 1, 1) | (0.7, 0.87, 0.97) | (0.5, 0.67, 0.8) |
The linguistic ratings of the six factors by DM under all criteria.
| DM | Factor | C1 | C2 | C3 | C4 | C5 | Factor | C1 | C2 | C3 | C4 | C5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DM1 | F1 | G | VG | VG | G | G | F1 | (7, 9, 10) | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) |
| F2 | VG | G | VG | G | G | F3 | (9, 10, 10) | (7, 9, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) | |
| F3 | F | F | G | VG | VG | F2 | (3, 5, 7) | (3, 5, 7) | (7, 9, 10) | (9, 10, 10) | (9, 10, 10) | |
| F4 | G | G | F | F | G | F4 | (7, 9, 10) | (7, 9, 10) | (3, 5, 7) | (3, 5, 7) | (7, 9, 10) | |
| F6 | VG | VG | G | G | MG | F6 | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) | (5, 7, 9) | |
| DM2 | F1 | G | VG | VG | G | G | F1 | (7, 9, 10) | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) |
| F2 | VG | G | VG | G | G | F3 | (9, 10, 10) | (7, 9, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) | |
| F3 | G | VG | VG | VG | VG | F2 | (7, 9, 10) | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | |
| F4 | G | G | G | F | G | F4 | (7, 9, 10) | (7, 9, 10) | (7, 9, 10) | (3, 5, 7) | (7, 9, 10) | |
| F6 | VG | VG | G | G | MG | F6 | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) | (5, 7, 9) | |
| DM3 | F1 | VG | VG | VG | G | G | F1 | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) |
| F2 | VG | G | VG | G | VG | F3 | (9, 10, 10) | (7, 9, 10) | (9, 10, 10) | (7, 9, 10) | (9, 10, 10) | |
| F3 | VG | VG | VG | VG | VG | F2 | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | |
| F4 | G | G | G | G | G | F4 | (7, 9, 10) | (7, 9, 10) | (7, 9, 10) | (7, 9, 10) | (7, 9, 10) | |
| F6 | VG | VG | VG | G | G | F6 | (9, 10, 10) | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) |
The fuzzy decision matrix and fuzzy weights of five factors.
| Factor | C1 | C2 | C3 | C4 | C5 |
|---|---|---|---|---|---|
| F1 | (7.67, 9.33, 10) | (9, 10, 10) | (9, 10, 10) | (7, 9, 10) | (7, 9, 10) |
| F2 | (9, 10, 10) | (7, 9, 10) | (9, 10, 10) | (7, 9, 10) | (7.67, 9.33, 10) |
| F3 | (6.33, 8, 9) | (7, 8.33, 9) | (8.33, 9.67, 10) | (9, 10, 10) | (9, 10, 10) |
| F4 | (7, 9, 10) | (7, 9, 10) | (5.67, 7.67, 9) | (4.33, 6.33, 8) | (7, 9, 10) |
| F6 | (9, 10, 10) | (9, 10, 10) | (7.67, 9.33, 10) | (7, 9, 10) | (5.67, 7.67, 9.33) |
| weight | (0.83, 0.97, 1) | (0.9, 1, 1) | (0.9, 1, 1) | (0.7, 0.87, 0.97) | (0.5, 0.67, 0.8) |
The normalized fuzzy decision matrix.
| Factor | C1 | C2 | C3 | C4 | C5 |
|---|---|---|---|---|---|
| F1 | (0.77, 0.93, 1) | (0.9, 1, 1) | (0.9, 1, 1) | (0.7, 0.9, 1) | (0.7, 0.9, 1) |
| F2 | (0.9, 1, 1) | (0.7, 0.9, 1) | (0.9, 1, 1) | (0.7, 0.9, 1) | (0.77, 0.93, 1) |
| F3 | (0.63, 0.8, 0.9) | (0.7, 0.83, 0.9) | (0.83, 0.97, 1) | (0.9, 1, 1) | (0.9, 1, 1) |
| F4 | (0.7, 0.9, 1) | (0.7, 0.9, 1) | (0.57, 0.77, 0.9) | (0.43, 0.63, 0.8) | (0.7, 0.9, 1) |
| F6 | (0.9, 1, 1) | (0.9, 1, 1) | (0.77, 0.93, 1) | (0.7, 0.9, 1) | (0.57, 0.77, 0.93) |
The fuzzy weighted normalized decision matrix.
| Factor | C1 | C2 | C3 | C4 | C5 |
|---|---|---|---|---|---|
| F1 | (0.64, 0.9, 1) | (0.81, 1, 1) | (0.81, 1, 1) | (0.49, 0.78, 0.97) | (0.35, 0.6, 0.8) |
| F2 | (0.75, 0.97, 1) | (0.63, 0.9, 1) | (0.81, 1, 1) | (0.49, 0.78, 0.97) | (0.38, 0.62, 0.8) |
| F3 | (0.53, 0.77, 0.9) | (0.63, 0.83, 0.9) | (0.75, 0.97, 1) | (0.63, 0.87, 0.97) | (0.45, 0.67, 0.8) |
| F4 | (0.58, 0.87, 1) | (0.63, 0.9, 1) | (0.51, 0.77, 0.9) | (0.3, 0.55, 0.77) | (0.35, 0.6, 0.8) |
| F6 | (0.75, 0.97, 1) | (0.81, 1, 1) | (0.69, 0.93, 1) | (0.49, 0.78, 0.97) | (0.28, 0.51, 0.75) |
The of the five factors.
| F1 | F2 | F3 | F4 | F6 | |
|---|---|---|---|---|---|
|
| 1.21216 | 1.23105 | 1.31153 | 1.74415 | 1.28143 |
|
| 4.12514 | 4.10746 | 3.94634 | 3.62371 | 4.05613 |
|
| 0.77289 | 0.76940 | 0.75056 | 0.67508 | 0.75992 |
| Ranking | 1 | 2 | 4 | 5 | 3 |
Figure 8F-TOPSIS results: (a) FPIS and FNIS distance; (b) closeness ratio versus factor.
Sensitivity analysis results for the alternatives—the factors’ ranking.
| Rank | Original Rank | F1− | F1+ | F2− | F2+ | F3− | F3+ | F4− | F4+ | F5− | F5+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | F1 | F2 | F1 | F1 | F2 | F1 | F3 | F1 | F1 | F1 | F6 |
| 2 | F2 | F6 | F2 | F6 | F1 | F2 | F1 | F2 | F2 | F2 | F1 |
| 3 | F6 | F3 | F6 | F3 | F6 | F6 | F2 | F6 | F6 | F3 | F2 |
| 4 | F3 | F1 | F3 | F2 | F3 | F3 | F6 | F3 | F3 | F6 | F3 |
| 5 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 |
Figure 9Sensitivity analysis results for the alternatives—closeness ratio versus factor.
Sensitivity analysis results for the criteria—the factors’ ranking.
| Rank | Original Rank | C1− | C1+ | C2− | C2+ | C3− | C3+ | C4− | C4+ | C5− | C5+ |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | F6 | F6 | F6 | F6 | F6 | F6 | F6 | F6 | F6 | F6 | F6 |
| 2 | F1 | F1 | F1 | F1 | F1 | F1 | F1 | F1 | F1 | F1 | F1 |
| 3 | F2 | F2 | F2 | F2 | F2 | F2 | F2 | F2 | F2 | F2 | F2 |
| 4 | F3 | F3 | F3 | F3 | F3 | F3 | F3 | F3 | F3 | F3 | F3 |
| 5 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 | F4 |
Figure 10Sensitivity analysis results for the criteria—closeness ratio versus factor.