Summary of MICMAC analysis results
| Category | KPI code | Relationship with SDGs |
|---|---|---|
| Independent KPIs | KPI1 | Updating old technology Integrating OT makes infrastructure (SDG 9.1) and resource use (SDG 9.4) more efficient |
| KPI2 | Standardized data interchange helps the sector stay strong (SDG 9.1) and builds data capacity (SDG 17.18) | |
| KPI5 | Frequent updates show that a company has a lot of research and development and innovation (SDG 9.5) | |
| Linkage KPIs | KPI3 | Faster synchronization makes manufacturing facilities work better |
| KPI4 | Integrating AI with physics models boosts the ability to come up with new ideas | |
| KPI6 | Accuracy aligns with resource-efficient infrastructure (SDG 9.4) | |
| KPI7 | Forecasting supports innovation and sustainable production | |
| KPI9 | Trustworthy alerts reduce downtime, improving industrial efficiency | |
| KPI10 | Continuous uptime supports resilient infrastructure (SDG 9.1) and productivity (SDG 8.2) | |
| KPI11 | Profitability reflects productivity gains (SDG 8.2) and industrial modernization (SDG 9.4) | |
| KPI12 | Reduced costs strengthen productivity growth | |
| KPI13 | Capital costs represent industrial investments for efficiency improvements | |
| KPI14 | Matches water-use efficiency (SDG 6.4) and sustainable consumption (SDG 12.2) | |
| KPI15 | Carbon intensity reduction directly supports climate action (SDG 13.2) | |
| KPI16 | Bagasse reuse reduces fossil fuel reliance (SDG 12.2) and supports renewable energy (SDG 7.2) | |
| KPI17 | Skills development (4.4) supports productivity growth (8.2) | |
| KPI23 | Flexibility enhances industrial resilience and efficiency | |
| KPI24 | Reducing defects lowers waste, supporting sustainable production (SDG 12.5) | |
| Dependent KPIs | KPI18 | Simulation agility enhances process efficiency and planning |
| KPI19 | Reflects innovation adoption (SDG 9) and partnerships (SDG 17) | |
| KPI20 | Builds stakeholder trust, indirectly contributing to strong institutions (SDG 16) | |
| KPI21 | Ensures accountability (SDG 16.6) and access to information (SDG 16.10) | |
| KPI22 | Real-time ESG tracking supports sustainable practices (SDG 12.6) and climate integration (SDG 13.2) | |
| KPI8 | Wider IoT sensor coverage supports industrial innovation capacity |
| Category | KPI code | Relationship with SDGs |
|---|---|---|
| Independent KPIs | KPI1 | Updating old technology Integrating OT makes infrastructure (SDG 9.1) and resource use (SDG 9.4) more efficient |
| KPI2 | Standardized data interchange helps the sector stay strong (SDG 9.1) and builds data capacity (SDG 17.18) | |
| KPI5 | Frequent updates show that a company has a lot of research and development and innovation (SDG 9.5) | |
| Linkage KPIs | KPI3 | Faster synchronization makes manufacturing facilities work better |
| KPI4 | Integrating AI with physics models boosts the ability to come up with new ideas | |
| KPI6 | Accuracy aligns with resource-efficient infrastructure (SDG 9.4) | |
| KPI7 | Forecasting supports innovation and sustainable production | |
| KPI9 | Trustworthy alerts reduce downtime, improving industrial efficiency | |
| KPI10 | Continuous uptime supports resilient infrastructure (SDG 9.1) and productivity (SDG 8.2) | |
| KPI11 | Profitability reflects productivity gains (SDG 8.2) and industrial modernization (SDG 9.4) | |
| KPI12 | Reduced costs strengthen productivity growth | |
| KPI13 | Capital costs represent industrial investments for efficiency improvements | |
| KPI14 | Matches water-use efficiency (SDG 6.4) and sustainable consumption (SDG 12.2) | |
| KPI15 | Carbon intensity reduction directly supports climate action (SDG 13.2) | |
| KPI16 | Bagasse reuse reduces fossil fuel reliance (SDG 12.2) and supports renewable energy (SDG 7.2) | |
| KPI17 | Skills development (4.4) supports productivity growth (8.2) | |
| KPI23 | Flexibility enhances industrial resilience and efficiency | |
| KPI24 | Reducing defects lowers waste, supporting sustainable production (SDG 12.5) | |
| Dependent KPIs | KPI18 | Simulation agility enhances process efficiency and planning |
| KPI19 | Reflects innovation adoption (SDG 9) and partnerships (SDG 17) | |
| KPI20 | Builds stakeholder trust, indirectly contributing to strong institutions (SDG 16) | |
| KPI21 | Ensures accountability (SDG 16.6) and access to information (SDG 16.10) | |
| KPI22 | Real-time ESG tracking supports sustainable practices (SDG 12.6) and climate integration (SDG 13.2) | |
| KPI8 | Wider IoT sensor coverage supports industrial innovation capacity |
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