Environmental Management by Cluster

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

Environmental Management
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 1
Priority Score
29.96
Lowest Avg Availment
77.7%
Highest Need
56.8%

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%.
Cluster 1 - High need-for-action (Need for Action) 29.96
Cluster 0 - High need-for-action (Need for Action) 27.38
Cluster 2 - Low-awareness priority (Awareness) 27.27
Cluster 3 - High need-for-action (Need for Action) 26.89
Cluster 4 - Low-awareness priority (Awareness) 26.24

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.
Cluster 1 | Score 29.96

High need-for-action

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

  • Dominant GapNeed for Action
  • Awareness66.9%
  • Availment78.3%
  • Satisfaction92.2%
  • Need for Action56.8%
Gap Drivers
  • Need for Action4.19
  • Awareness3.62
  • Satisfaction0.16
Cluster 0 | Score 27.38

High need-for-action

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

  • Dominant GapNeed for Action
  • Awareness73.4%
  • Availment78.2%
  • Satisfaction92.1%
  • Need for Action51.5%
Gap Drivers
  • Need for Action2.86
  • Awareness2.31
  • Satisfaction0.18
Cluster 2 | Score 27.27

Low-awareness priority

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

  • Dominant GapAwareness
  • Awareness71.2%
  • Availment77.7%
  • Satisfaction94.3%
  • Need for Action50.3%
Gap Drivers
  • Awareness2.76
  • Need for Action2.57
Cluster 3 | Score 26.89

High need-for-action

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

  • Dominant GapNeed for Action
  • Awareness73.5%
  • Availment80.0%
  • Satisfaction94.0%
  • Need for Action53.6%
Gap Drivers
  • Need for Action3.39
  • Awareness2.3
Cluster 4 | Score 26.24

Low-awareness priority

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

  • Dominant GapAwareness
  • Awareness72.4%
  • Availment78.0%
  • Satisfaction94.2%
  • Need for Action47.4%
Gap Drivers
  • Awareness2.52
  • Need for Action1.85

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
Cluster 1 Need for Action Solid Waste Management 65.0% Prioritize follow-up interviews and immediate issue triage.
Cluster 1 Need for Action Air Pollution Control Program 58.7% Prioritize follow-up interviews and immediate issue triage.
Cluster 1 Need for Action Clean-up Programs/Projects 56.6% Prioritize follow-up interviews and immediate issue triage.
Cluster 0 Need for Action Solid Waste Management 55.7% Prioritize follow-up interviews and immediate issue triage.
Cluster 0 Need for Action Clean-up Programs/Projects 55.6% Prioritize follow-up interviews and immediate issue triage.
Cluster 0 Need for Action Community-based greening projects 49.9% Prioritize follow-up interviews and immediate issue triage.
Cluster 2 Awareness Waste Water Management 50.4% Target communication and direct service-office outreach for this service.
Cluster 2 Awareness Air Pollution Control Program 60.5% Target communication and direct service-office outreach for this service.
Cluster 2 Awareness Community-based greening projects 75.3% Target communication and direct service-office outreach for this service.
Cluster 3 Need for Action Solid Waste Management 57.7% Prioritize follow-up interviews and immediate issue triage.
Cluster 3 Need for Action Community-based greening projects 54.6% Prioritize follow-up interviews and immediate issue triage.
Cluster 3 Need for Action Air Pollution Control Program 53.8% Prioritize follow-up interviews and immediate issue triage.
Cluster 4 Awareness Waste Water Management 51.9% Target communication and direct service-office outreach for this service.
Cluster 4 Awareness Air Pollution Control Program 67.4% Target communication and direct service-office outreach for this service.
Cluster 4 Awareness Community-based greening projects 75.8% Target communication and direct service-office outreach for this service.

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 14,658 5,142 19,800 2,700 74.0% 88.0%
Availment Only respondents with Awareness = Yes 11,591 3,067 14,658 7,842 79.1% 65.1%
Satisfaction Only respondents with Awareness = Yes and Availment = Yes 10,837 754 11,591 10,909 93.5% 51.5%
Need for Action Only respondents with Awareness = Yes and Availment = Yes 6,019 5,572 11,591 10,909 51.9% 51.5%

Health Indicators by Cluster

Indicator Labels
Indicator Code Indicator Label
I1_IEMi Community-based greening projects
I1_IEMii Air Pollution Control Program
I1_IEMiii Solid Waste Management
I1_IEMiv Waste Water Management
I1_IEMv Clean-up Programs/Projects