Economic and Investment Promotion

Cross-stage service delivery review across awareness, availment, satisfaction, and need for action.

17 indicators
Avg Awareness
48.27%
Avg Availment
43.9%
Avg Satisfaction
93.18%
Avg Need for Action
52.46%

Stage Overview

Service Gaps

This view highlights indicators where citizens may know about a service but do not use it, use it but are not satisfied, or still need government action. For filtered Region/LGU views, results are descriptive evidence for local planning and should be validated with LGU records or field review.
JETiv · Awareness Gap

Organization,accreditation and training of tourism related concessions.

76.7% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness23.3%
  • Availment36.4%
  • Satisfaction96.3%
  • Need for Action57.9%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JETii · Awareness Gap

Product/Brandmarketing and promotion of local goods and touristattractions

68.7% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness31.3%
  • Availment51.9%
  • Satisfaction94.4%
  • Need for Action53.8%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEAv · Awareness Gap

Access to facilities that promote agricultural production such as fish hatcheries and breeding stations

67.8% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness32.2%
  • Availment29.7%
  • Satisfaction91.9%
  • Need for Action49.0%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEAvi · Awareness Gap

Water and soilresource utilization and conservation projects

63.9% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness36.1%
  • Availment47.4%
  • Satisfaction94.8%
  • Need for Action47.6%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEAvix · Awareness Gap

Enforcement of fishery laws in municipal waters

60.7% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness39.3%
  • Availment46.6%
  • Satisfaction95.8%
  • Need for Action52.4%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEEiii · Awareness Gap

Promotion of Barangay Micro Business Enterprises

60.5% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness39.5%
  • Availment28.9%
  • Satisfaction93.3%
  • Need for Action55.6%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JETi · Awareness Gap

Development and maintenance of touristattractions and facilities

58.6% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness41.4%
  • Availment56.1%
  • Satisfaction91.4%
  • Need for Action57.4%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEAii · Need for Action

Access to irrigation facilities or equipment

55.8% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness54.1%
  • Availment40.6%
  • Satisfaction88.8%
  • Need for Action55.8%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEAiv · Need for Action

Distribution of planting/farming/fishing materials and/or equipment

55.7% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness63.6%
  • Availment41.2%
  • Satisfaction92.0%
  • Need for Action55.7%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEAviii · Need for Action

Accessible farmharvest buying/trading stations

54.8% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness49.4%
  • Availment57.0%
  • Satisfaction91.1%
  • Need for Action54.8%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEAi · Need for Action

Organization and development of farmers, fishermen and their cooperatives

53.5% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness65.2%
  • Availment40.0%
  • Satisfaction92.6%
  • Need for Action53.5%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEEiv · Need for Action

Livelihood Programs

52.1% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness65.8%
  • Availment33.5%
  • Satisfaction92.1%
  • Need for Action52.1%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEAvii · Awareness Gap

Post-Harvest facilities such as crop dryers, slaughter houses or fish processing facilities

51.4% highest concern signal
Citizens may not yet know enough about this service.
  • Awareness48.6%
  • Availment47.9%
  • Satisfaction88.6%
  • Need for Action49.6%
Suggested guide: Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
JEEii · Need for Action

Regulation and supervision of businesses

51.0% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness59.7%
  • Availment46.7%
  • Satisfaction93.3%
  • Need for Action51.0%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEAiii · Need for Action

Prevention and control of plant and animal pests and diseases; fish kill sand diseases

50.5% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness59.6%
  • Availment47.4%
  • Satisfaction96.4%
  • Need for Action50.5%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JETiii · Need for Action

Investment promotion activities such as trade fairs, fiestas, business events and similar events

48.9% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness54.1%
  • Availment67.3%
  • Satisfaction96.4%
  • Need for Action48.9%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.
JEEi · Need for Action

Public Employment Services

46.4% highest concern signal
Citizens who used the service still indicate a need for government action.
  • Awareness57.2%
  • Availment27.7%
  • Satisfaction94.9%
  • Need for Action46.4%
Suggested guide: Prioritize follow-up validation with the service office and compare findings with LGU service records.

Frequency Count

This view shows compact Yes/No frequency counts and percentages for each service indicator across awareness, availment, satisfaction, and need for action.
JEEi

Public Employment Services

Aware Yes 57.23% · No 42.77%
Availed Yes 27.7% · No 72.3%
Satisfied Yes 94.86% · No 5.14%
Action Needed Yes 46.42% · No 53.58%
View counts
Stage Yes Yes % No No %
Aware 2318 57.23 1732 42.77
Availed 642 27.7 1676 72.3
Satisfied 609 94.86 33 5.14
Action Needed 298 46.42 344 53.58
JEEii

Regulation and supervision of businesses

Aware Yes 59.73% · No 40.27%
Availed Yes 46.67% · No 53.33%
Satisfied Yes 93.27% · No 6.73%
Action Needed Yes 51.02% · No 48.98%
View counts
Stage Yes Yes % No No %
Aware 2419 59.73 1631 40.27
Availed 1129 46.67 1290 53.33
Satisfied 1053 93.27 76 6.73
Action Needed 576 51.02 553 48.98
JEEiii

Promotion of Barangay Micro Business Enterprises

Aware Yes 39.52% · No 60.48%
Availed Yes 28.92% · No 71.08%
Satisfied Yes 93.33% · No 6.67%
Action Needed Yes 55.56% · No 44.44%
View counts
Stage Yes Yes % No No %
Aware 1245 39.52 1905 60.48
Availed 360 28.92 885 71.08
Satisfied 336 93.33 24 6.67
Action Needed 200 55.56 160 44.44
JEEiv

Livelihood Programs

Aware Yes 65.83% · No 34.17%
Availed Yes 33.45% · No 66.55%
Satisfied Yes 92.11% · No 7.89%
Action Needed Yes 52.11% · No 47.89%
View counts
Stage Yes Yes % No No %
Aware 2765 65.83 1435 34.17
Availed 925 33.45 1840 66.55
Satisfied 852 92.11 73 7.89
Action Needed 482 52.11 443 47.89
JETi

Development and maintenance of touristattractions and facilities

Aware Yes 41.36% · No 58.64%
Availed Yes 56.07% · No 43.93%
Satisfied Yes 91.38% · No 8.62%
Action Needed Yes 57.39% · No 42.61%
View counts
Stage Yes Yes % No No %
Aware 1737 41.36 2463 58.64
Availed 974 56.07 763 43.93
Satisfied 890 91.38 84 8.62
Action Needed 559 57.39 415 42.61
JETii

Product/Brandmarketing and promotion of local goods and touristattractions

Aware Yes 31.33% · No 68.67%
Availed Yes 51.91% · No 48.09%
Satisfied Yes 94.43% · No 5.57%
Action Needed Yes 53.77% · No 46.23%
View counts
Stage Yes Yes % No No %
Aware 1175 31.33 2575 68.67
Availed 610 51.91 565 48.09
Satisfied 576 94.43 34 5.57
Action Needed 328 53.77 282 46.23
JETiii

Investment promotion activities such as trade fairs, fiestas, business events and similar events

Aware Yes 54.12% · No 45.88%
Availed Yes 67.29% · No 32.71%
Satisfied Yes 96.41% · No 3.59%
Action Needed Yes 48.88% · No 51.12%
View counts
Stage Yes Yes % No No %
Aware 2192 54.12 1858 45.88
Availed 1475 67.29 717 32.71
Satisfied 1422 96.41 53 3.59
Action Needed 721 48.88 754 51.12
JETiv

Organization,accreditation and training of tourism related concessions.

Aware Yes 23.29% · No 76.71%
Availed Yes 36.42% · No 63.58%
Satisfied Yes 96.3% · No 3.7%
Action Needed Yes 57.87% · No 42.13%
View counts
Stage Yes Yes % No No %
Aware 594 23.29 1956 76.71
Availed 216 36.42 377 63.58
Satisfied 208 96.3 8 3.7
Action Needed 125 57.87 91 42.13
JEAi

Organization and development of farmers, fishermen and their cooperatives

Aware Yes 65.21% · No 34.79%
Availed Yes 40.01% · No 59.99%
Satisfied Yes 92.61% · No 7.39%
Action Needed Yes 53.47% · No 46.53%
View counts
Stage Yes Yes % No No %
Aware 2739 65.21 1461 34.79
Availed 1096 40.01 1643 59.99
Satisfied 1015 92.61 81 7.39
Action Needed 586 53.47 510 46.53
JEAii

Access to irrigation facilities or equipment

Aware Yes 54.11% · No 45.89%
Availed Yes 40.61% · No 59.39%
Satisfied Yes 88.75% · No 11.25%
Action Needed Yes 55.75% · No 44.25%
View counts
Stage Yes Yes % No No %
Aware 1948 54.11 1652 45.89
Availed 791 40.61 1157 59.39
Satisfied 702 88.75 89 11.25
Action Needed 441 55.75 350 44.25
JEAiii

Prevention and control of plant and animal pests and diseases; fish kill sand diseases

Aware Yes 59.57% · No 40.43%
Availed Yes 47.36% · No 52.64%
Satisfied Yes 96.37% · No 3.63%
Action Needed Yes 50.46% · No 49.54%
View counts
Stage Yes Yes % No No %
Aware 2502 59.57 1698 40.43
Availed 1185 47.36 1317 52.64
Satisfied 1142 96.37 43 3.63
Action Needed 598 50.46 587 49.54
JEAiv

Distribution of planting/farming/fishing materials and/or equipment

Aware Yes 63.64% · No 36.36%
Availed Yes 41.19% · No 58.81%
Satisfied Yes 92.01% · No 7.99%
Action Needed Yes 55.68% · No 44.32%
View counts
Stage Yes Yes % No No %
Aware 2673 63.64 1527 36.36
Availed 1101 41.19 1572 58.81
Satisfied 1013 92.01 88 7.99
Action Needed 613 55.68 488 44.32
JEAv

Access to facilities that promote agricultural production such as fish hatcheries and breeding stations

Aware Yes 32.25% · No 67.75%
Availed Yes 29.72% · No 70.28%
Satisfied Yes 91.88% · No 8.12%
Action Needed Yes 48.99% · No 51.01%
View counts
Stage Yes Yes % No No %
Aware 1161 32.25 2439 67.75
Availed 345 29.72 816 70.28
Satisfied 317 91.88 28 8.12
Action Needed 169 48.99 176 51.01
JEAvi

Water and soilresource utilization and conservation projects

Aware Yes 36.08% · No 63.92%
Availed Yes 47.42% · No 52.58%
Satisfied Yes 94.81% · No 5.19%
Action Needed Yes 47.56% · No 52.44%
View counts
Stage Yes Yes % No No %
Aware 1299 36.08 2301 63.92
Availed 616 47.42 683 52.58
Satisfied 584 94.81 32 5.19
Action Needed 293 47.56 323 52.44
JEAvii

Post-Harvest facilities such as crop dryers, slaughter houses or fish processing facilities

Aware Yes 48.6% · No 51.4%
Availed Yes 47.87% · No 52.13%
Satisfied Yes 88.64% · No 11.36%
Action Needed Yes 49.64% · No 50.36%
View counts
Stage Yes Yes % No No %
Aware 2041 48.6 2159 51.4
Availed 977 47.87 1064 52.13
Satisfied 866 88.64 111 11.36
Action Needed 485 49.64 492 50.36
JEAviii

Accessible farmharvest buying/trading stations

Aware Yes 49.36% · No 50.64%
Availed Yes 57.03% · No 42.97%
Satisfied Yes 91.07% · No 8.93%
Action Needed Yes 54.79% · No 45.21%
View counts
Stage Yes Yes % No No %
Aware 1629 49.36 1671 50.64
Availed 929 57.03 700 42.97
Satisfied 846 91.07 83 8.93
Action Needed 509 54.79 420 45.21
JEAvix

Enforcement of fishery laws in municipal waters

Aware Yes 39.31% · No 60.69%
Availed Yes 46.64% · No 53.36%
Satisfied Yes 95.76% · No 4.24%
Action Needed Yes 52.42% · No 47.58%
View counts
Stage Yes Yes % No No %
Aware 1415 39.31 2185 60.69
Availed 660 46.64 755 53.36
Satisfied 632 95.76 28 4.24
Action Needed 346 52.42 314 47.58
Finding 1

Citizen segment evidence

Available

The clustering result identifies citizen segments and shows whether any segment has lower awareness, lower availment, lower satisfaction, or higher need for action.

Finding 2

Classification evidence

64 indicator models

The decision-tree classification uses citizen segment membership and profile variables as predictors. Most current indicator results are grouped as needs more predictors, which guides how strongly the result may be interpreted.

Finding 3

Association-rule evidence

Lift 1.05

The strongest repeated service-stage pattern is: Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). This pattern was observed together 96.7% of the time for the eligible records.

Integrated research interpretation

For Economic and Investment Promotion, the harmonized evidence identifies this service-stage concern: Awareness Gap in Organization,accreditation and training of tourism related concessions. (76.7%). The recurring factor to check is MCA Dim2 (MCA profile dimension) appears in 43 model(s) across 4 stage(s). The repeated service-stage pattern is Satisfaction pattern: 96.7% confidence, lift 1.05. Together, these findings show whether the service-stage, citizen-segment, classification, and association-rule evidence point toward the same analytical interpretation.

Evidence agreement: strong consensus. The findings should be checked against local service records and field context before they are used for planning. Proposed actions, responsible offices, and monitoring indicators are presented separately in the Decision Support module.

Research Interpretation Guide

The result is not based on one model alone. Clustering contributes the citizen-segment lens, classification contributes predictor-based explanation, and association rules contribute repeated service-stage relationships. This supports the thesis claim that the portal implements a multi-model predictive analytics framework for evidence-based service evaluation.

Analytics → Harmonization → Human Review → Action

Harmonized Evidence Table Supporting Human Decision-Making

Cross-stage, clustering, classification, and association-rule results are integrated as evidence for LGU review. Recommended actions remain subject to local validation and approval.

17 action items
Priorities are generated from the active dataset's largest indicator-level service gaps. Segment labels identify the portal group with the strongest related concern signal.
Every evidence record includes: 1. Rank 2. Cross-Stage Result 3. Citizen Segment Summary 4. Decision Tree Evidence 5. Repeated Service-Stage Pattern 6. Recommended LGU Action 7. Evidence Audit 8. Implementation
Dynamic indicator flow

Organization,accreditation and training of tourism related concessions.

Hover over each node for the complete generated result. The four analytical evidence sources are harmonized to support human review of the recommended action, validation requirement, and monitoring measure.
Rank Cross-Stage Result Citizen Segment Summary Decision Tree Evidence Repeated Service-Stage Pattern Recommended LGU Action Evidence Audit Implementation
1 Organization,accreditation and training of tourism related concessions.
Awareness Gap (76.7%)
Citizens may not yet know enough about this service.
Awareness 23.3%; availment 36.4%; satisfaction 96.3%; need for action 57.9%.
 Young single student citizens (Segment B) (20.5%)
Young single student citizens (Segment B) has the lowest positive response at 20.5% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 38.2%, ROC AUC 53.5%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim2 (35.1% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
2 Product/Brandmarketing and promotion of local goods and touristattractions
Awareness Gap (68.7%)
Citizens may not yet know enough about this service.
Awareness 31.3%; availment 51.9%; satisfaction 94.4%; need for action 53.8%.
 Married women outside school or reported work (Segment E) (28.4%)
Married women outside school or reported work (Segment E) has the lowest positive response at 28.4% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 42.5%, ROC AUC 57.6%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim2 (20.3% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
3 Access to facilities that promote agricultural production such as fish hatcheries and breeding stations
Awareness Gap (67.8%)
Citizens may not yet know enough about this service.
Awareness 32.2%; availment 29.7%; satisfaction 91.9%; need for action 49.0%.
 Young single student citizens (Segment B) (28.4%)
Young single student citizens (Segment B) has the lowest positive response at 28.4% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 45.4%, ROC AUC 53.1%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
Age Group (51.9% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
4 Water and soilresource utilization and conservation projects
Awareness Gap (63.9%)
Citizens may not yet know enough about this service.
Awareness 36.1%; availment 47.4%; satisfaction 94.8%; need for action 47.6%.
 Married women outside school or reported work (Segment E) (32.8%)
Married women outside school or reported work (Segment E) has the lowest positive response at 32.8% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 35.3%, ROC AUC 54.2%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim1 (37.7% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
5 Enforcement of fishery laws in municipal waters
Awareness Gap (60.7%)
Citizens may not yet know enough about this service.
Awareness 39.3%; availment 46.6%; satisfaction 95.8%; need for action 52.4%.
 Retired or older home-secure citizens (Segment C) (53.5%)
Retired or older home-secure citizens (Segment C) has the lowest positive response at 53.5% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
No matching decision-tree result
Strongest feature
Feature importance is not available for this indicator.
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
6 Promotion of Barangay Micro Business Enterprises
Awareness Gap (60.5%)
Citizens may not yet know enough about this service.
Awareness 39.5%; availment 28.9%; satisfaction 93.3%; need for action 55.6%.
 Young single student citizens (Segment B) (35.0%)
Young single student citizens (Segment B) has the lowest positive response at 35.0% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 38.1%, ROC AUC 56.3%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim2 (88.3% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
7 Development and maintenance of touristattractions and facilities
Awareness Gap (58.6%)
Citizens may not yet know enough about this service.
Awareness 41.4%; availment 56.1%; satisfaction 91.4%; need for action 57.4%.
 Married women outside school or reported work (Segment E) (36.7%)
Married women outside school or reported work (Segment E) has the lowest positive response at 36.7% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 47.7%, ROC AUC 52.4%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
Highest Educational Attainment (31.6% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
8 Access to irrigation facilities or equipment
Need for Action (55.8%)
Citizens who used the service still indicate a need for government action.
Awareness 54.1%; availment 40.6%; satisfaction 88.8%; need for action 55.8%.
 Married locally working men (Segment D) (60.1%)
Married locally working men (Segment D) has the highest concern signal at 60.1% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 58.0%, ROC AUC 56.2%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
Relationship to HH Head (35.3% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
9 Distribution of planting/farming/fishing materials and/or equipment
Need for Action (55.7%)
Citizens who used the service still indicate a need for government action.
Awareness 63.6%; availment 41.2%; satisfaction 92.0%; need for action 55.7%.
 Married locally working men (Segment D) (57.8%)
Married locally working men (Segment D) has the highest concern signal at 57.8% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Limited signal: F1 67.9%, ROC AUC 53.0%. The model can be reviewed as an exploratory clue, but F1, ROC AUC, or baseline gain is not strong enough for confident prediction.
Strongest feature
MCA Dim2 (66.0% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
10 Accessible farmharvest buying/trading stations
Need for Action (54.8%)
Citizens who used the service still indicate a need for government action.
Awareness 49.4%; availment 57.0%; satisfaction 91.1%; need for action 54.8%.
 Retired or older home-secure citizens (Segment C) (58.8%)
Retired or older home-secure citizens (Segment C) has the highest concern signal at 58.8% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 61.6%, ROC AUC 45.3%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
Employment Status (18.8% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
11 Organization and development of farmers, fishermen and their cooperatives
Need for Action (53.5%)
Citizens who used the service still indicate a need for government action.
Awareness 65.2%; availment 40.0%; satisfaction 92.6%; need for action 53.5%.
 Married locally working men (Segment D) (57.2%)
Married locally working men (Segment D) has the highest concern signal at 57.2% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Moderate signal: F1 62.5%, ROC AUC 58.0%. The model has some useful signal based on F1 and ROC AUC, but separation between outcome groups is still limited.
Strongest feature
MCA Dim1 (71.4% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
12 Livelihood Programs
Need for Action (52.1%)
Citizens who used the service still indicate a need for government action.
Awareness 65.8%; availment 33.5%; satisfaction 92.1%; need for action 52.1%.
 Retired or older home-secure citizens (Segment C) (55.7%)
Retired or older home-secure citizens (Segment C) has the highest concern signal at 55.7% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Moderate signal: F1 64.5%, ROC AUC 55.5%. The model has some useful signal based on F1 and ROC AUC, but separation between outcome groups is still limited.
Strongest feature
MCA Dim1 (25.0% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
13 Post-Harvest facilities such as crop dryers, slaughter houses or fish processing facilities
Awareness Gap (51.4%)
Citizens may not yet know enough about this service.
Awareness 48.6%; availment 47.9%; satisfaction 88.6%; need for action 49.6%.
 Young single student citizens (Segment B) (44.3%)
Young single student citizens (Segment B) has the lowest positive response at 44.3% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 55.0%, ROC AUC 52.2%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim2 (25.1% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Strengthen information campaigns, barangay-level announcements, and direct citizen orientation.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Increase in awareness percentage
Validate:
14 Regulation and supervision of businesses
Need for Action (51.0%)
Citizens who used the service still indicate a need for government action.
Awareness 59.7%; availment 46.7%; satisfaction 93.3%; need for action 51.0%.
 Working male homeowners (Segment A) (53.5%)
Working male homeowners (Segment A) has the highest concern signal at 53.5% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 49.8%, ROC AUC 52.0%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA DimMagnitude (30.1% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
15 Prevention and control of plant and animal pests and diseases; fish kill sand diseases
Need for Action (50.5%)
Citizens who used the service still indicate a need for government action.
Awareness 59.6%; availment 47.4%; satisfaction 96.4%; need for action 50.5%.
 Young single student citizens (Segment B) (57.6%)
Young single student citizens (Segment B) has the highest concern signal at 57.6% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 59.9%, ROC AUC 53.8%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
Relationship to HH Head (40.9% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
16 Investment promotion activities such as trade fairs, fiestas, business events and similar events
Need for Action (48.9%)
Citizens who used the service still indicate a need for government action.
Awareness 54.1%; availment 67.3%; satisfaction 96.4%; need for action 48.9%.
 Working male homeowners (Segment A) (54.2%)
Working male homeowners (Segment A) has the highest concern signal at 54.2% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 49.9%, ROC AUC 52.4%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
MCA Dim2 (24.8% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
17 Public Employment Services
Need for Action (46.4%)
Citizens who used the service still indicate a need for government action.
Awareness 57.2%; availment 27.7%; satisfaction 94.9%; need for action 46.4%.
 Married women outside school or reported work (Segment E) (49.1%)
Married women outside school or reported work (Segment E) has the highest concern signal at 49.1% for this indicator.
View detailed clustering results in Citizen Segments
Model quality
Needs more predictors: F1 31.5%, ROC AUC 52.0%. The model has difficulty separating respondents based on ROC AUC, recall, or F1.
Strongest feature
House Ownership (26.8% importance)
Respondents who were aware of the economic, and availed the economic had a 97% likelihood of also were satisfied with the economic (Lift: 1.05). Support 20.7%, confidence 96.7%, lift 1.05.
 Prioritize follow-up validation with the service office and compare findings with LGU service records.
Supports:
Conflicts:
Insufficient:
Harmonized evidence statuses
Local Economic Development and Investment Promotion Office
Monitor: Reduction in need-for-action percentage
Validate:
Priority method: Critical for satisfaction or need-for-action gaps of at least 50%; High for gaps of at least 40%; Medium for gaps of at least 20%; otherwise Low. Recommendations remain decision-support evidence and should be confirmed with service records, budget feasibility, field validation, and stakeholder review.
Showing 4500 of 4500 respondent records for All Mindanao records.