Public Works and Infrastructure by Cluster

Apply citizen segments to awareness, availment, satisfaction, and need-for-action patterns.

Public Works and Infrastructure
Locality Filter All Mindanao records

Showing 4500 of 4500 respondent records. Predictive model scores remain the full-sample reference unless retraining is explicitly run.

Highest Priority
Cluster 0
Priority Score
28.53
Lowest Avg Availment
80.7%
Highest Need
56.1%

Cluster Stage Profile

Recommended Actions

Labels use the strongest target gap: awareness below 85%, availment below 60%, satisfaction below 93%, or need-for-action above 40%.
- High need-for-action (Need for Action) 28.53
- High need-for-action (Need for Action) 27.73
- Low-awareness priority (Awareness) 27.06
- High need-for-action (Need for Action) 26.84
- High need-for-action (Need for Action) 26.14

Cluster Priority Flow

Sankey links show decision flow from cluster to dominant gap, priority indicator, and action cue. Wider links mean stronger priority pressure, not respondent-level movement.
| Score 28.53

High need-for-action

Use this segment for immediate issue triage and root-cause interviews.

  • Dominant GapNeed for Action
  • Awareness72.5%
  • Availment83.3%
  • Satisfaction84.1%
  • Need for Action56.1%
Gap Drivers
  • Need for Action4.02
  • Awareness2.5
  • Satisfaction1.78
| Score 27.73

High need-for-action

Use this segment for immediate issue triage and root-cause interviews.

  • Dominant GapNeed for Action
  • Awareness74.5%
  • Availment82.4%
  • Satisfaction87.7%
  • Need for Action56.0%
Gap Drivers
  • Need for Action3.99
  • Awareness2.1
  • Satisfaction1.07
| Score 27.06

Low-awareness priority

Prioritize barangay-level information campaigns and direct service-office outreach.

  • Dominant GapAwareness
  • Awareness72.7%
  • Availment80.7%
  • Satisfaction87.2%
  • Need for Action49.2%
Gap Drivers
  • Awareness2.46
  • Need for Action2.3
  • Satisfaction1.15
| Score 26.84

High need-for-action

Use this segment for immediate issue triage and root-cause interviews.

  • Dominant GapNeed for Action
  • Awareness77.4%
  • Availment82.6%
  • Satisfaction86.3%
  • Need for Action54.0%
Gap Drivers
  • Need for Action3.49
  • Awareness1.52
  • Satisfaction1.33
| Score 26.14

High need-for-action

Use this segment for immediate issue triage and root-cause interviews.

  • Dominant GapNeed for Action
  • Awareness74.2%
  • Availment81.2%
  • Satisfaction90.3%
  • Need for Action49.9%
Gap Drivers
  • Need for Action2.47
  • Awareness2.15
  • Satisfaction0.55

Priority Indicator Drivers

These are the weakest indicators inside each cluster's dominant gap. Use them as the starting list for field validation and service-team action planning.
Cluster Gap Stage Priority Indicator Value Action Cue
Need for Action Flood Control Management System 62.5% Prioritize follow-up interviews and immediate issue triage.
Need for Action Barangay roads 61.3% Prioritize follow-up interviews and immediate issue triage.
Need for Action Public markets and satellite markets 61.0% Prioritize follow-up interviews and immediate issue triage.
Need for Action Barangay roads 65.5% Prioritize follow-up interviews and immediate issue triage.
Need for Action Flood Control Management System 61.6% Prioritize follow-up interviews and immediate issue triage.
Need for Action Public Cemetery 58.6% Prioritize follow-up interviews and immediate issue triage.
Awareness Information and reading center 26.0% Target communication and direct service-office outreach for this service.
Awareness Public parks and open spaces 56.5% Target communication and direct service-office outreach for this service.
Awareness Flood Control Management System 63.6% Target communication and direct service-office outreach for this service.
Need for Action Barangay roads 61.2% Prioritize follow-up interviews and immediate issue triage.
Need for Action Public markets and satellite markets 60.0% Prioritize follow-up interviews and immediate issue triage.
Need for Action Road Safety 58.4% Prioritize follow-up interviews and immediate issue triage.
Need for Action Barangay roads 59.3% Prioritize follow-up interviews and immediate issue triage.
Need for Action Flood Control Management System 58.0% Prioritize follow-up interviews and immediate issue triage.
Need for Action Public Cemetery 55.5% Prioritize follow-up interviews and immediate issue triage.

Stage-Aware Denominator Audit

Health stages follow the CSIS skip pattern. Values 95-99 are treated as not applicable and are excluded from Yes/No percentages. Counts below are response cells across health indicators, not unique respondents.
Stage Denominator Rule Yes No Valid Denominator Skipped / Not Applicable Yes % Valid Share
Awareness All valid awareness Yes/No responses 37,084 11,966 49,050 4,950 75.6% 90.8%
Availment Only respondents with Awareness = Yes 31,288 5,796 37,084 16,916 84.4% 68.7%
Satisfaction Only respondents with Awareness = Yes and Availment = Yes 27,175 4,112 31,287 22,713 86.9% 57.9%
Need for Action Only respondents with Awareness = Yes and Availment = Yes 16,659 14,629 31,288 22,712 53.2% 57.9%

Health Indicators by Cluster

Indicator Labels
Indicator Code Indicator Label
H1_HPIi_A Barangay roads
H1_HPIi_B Municipal roads and bridges
H1_HPIii Barangay hall
H1_HPIiii Multipurpose halls or civic centers
H1_HPIiv Public markets and satellite markets
H1_HPIv Public parks and open spaces
H1_HPIvi Road Safety
H1_HPIvii Sports centers and facilities
H1_HPIviii Information and reading center
H1_HPIix Municipal Government Buildings
H1_HPIx Public Cemetery
H1_HPIxi Flood Control Management System