Integrated Decision Records

Official CSIS Action Grid classifications harmonized with service-stage, clustering, Decision Tree, and association-rule evidence for Environmental Management.

Open CSIS Action Grid · Open Decision Support
Integrated Decision Record 1

Solid Waste Management

Continued Emphasis For LGU validation
89.9%Satisfaction · cutoff 51.7%
54.7%Need for Action · cutoff 51.7%
CriticalAnalytical signal severity · Need for Action (54.7%)
Segment to validateYoung single student citizens (Segment B) (65.0%)
Proposed responsePrioritize follow-up validation with the service office and compare findings with LGU service records.
ImplementationEnvironment and Natural Resources Office · Monitor: Reduction in need-for-action percentage

Model evidence: Model discrimination is limited (ROC AUC 53.8%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue.

Generated coherent discussion

Solid Waste Management is classified as Continued Emphasis under the CSIS Action Grid. Satisfaction is 89.9% against a 51.7% cutoff, while Need for Action is 54.7% against a 51.7% cutoff. Citizens report favorable satisfaction while still calling for further action. Positive delivery should be sustained while specific concerns are validated and refined. The strongest service-stage concern is need for action (54.7%). Segment review identifies Young single student citizens (Segment B) (65.0%) for initial validation. Model discrimination is limited (ROC AUC 53.8%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Integrated Decision Record 2

Community-based greening projects

Continued Emphasis For LGU validation
95.3%Satisfaction · cutoff 52.1%
52.4%Need for Action · cutoff 52.1%
CriticalAnalytical signal severity · Need for Action (52.4%)
Segment to validateMarried locally working men (Segment D) (54.6%)
Proposed responsePrioritize follow-up validation with the service office and compare findings with LGU service records.
ImplementationEnvironment and Natural Resources Office · Monitor: Reduction in need-for-action percentage

Model evidence: Model discrimination is limited (ROC AUC 53.8%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue.

Generated coherent discussion

Community-based greening projects is classified as Continued Emphasis under the CSIS Action Grid. Satisfaction is 95.3% against a 52.1% cutoff, while Need for Action is 52.4% against a 52.1% cutoff. Citizens report favorable satisfaction while still calling for further action. Positive delivery should be sustained while specific concerns are validated and refined. The strongest service-stage concern is need for action (52.4%). Segment review identifies Married locally working men (Segment D) (54.6%) for initial validation. Model discrimination is limited (ROC AUC 53.8%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Integrated Decision Record 3

Clean-up Programs/Projects

Continued Emphasis For LGU validation
96.0%Satisfaction · cutoff 51.8%
52.3%Need for Action · cutoff 51.8%
CriticalAnalytical signal severity · Need for Action (52.3%)
Segment to validateYoung single student citizens (Segment B) (56.6%)
Proposed responsePrioritize follow-up validation with the service office and compare findings with LGU service records.
ImplementationEnvironment and Natural Resources Office · Monitor: Reduction in need-for-action percentage

Model evidence: Model discrimination is limited (ROC AUC 51.6%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue.

Generated coherent discussion

Clean-up Programs/Projects is classified as Continued Emphasis under the CSIS Action Grid. Satisfaction is 96.0% against a 51.8% cutoff, while Need for Action is 52.3% against a 51.8% cutoff. Citizens report favorable satisfaction while still calling for further action. Positive delivery should be sustained while specific concerns are validated and refined. The strongest service-stage concern is need for action (52.3%). Segment review identifies Young single student citizens (Segment B) (56.6%) for initial validation. Model discrimination is limited (ROC AUC 51.6%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Integrated Decision Record 4

Waste Water Management

Exceeded Expectations For LGU validation
93.8%Satisfaction · cutoff 52.9%
46.1%Need for Action · cutoff 52.9%
HighAnalytical signal severity · Awareness Gap (50.2%)
Segment to validateYoung single student citizens (Segment B) (40.8%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationEnvironment and Natural Resources Office · Monitor: Increase in awareness percentage

Model evidence: Model discrimination is limited (ROC AUC 52.2%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue.

Generated coherent discussion

Waste Water Management is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 93.8% against a 52.9% cutoff, while Need for Action is 46.1% against a 52.9% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is awareness gap (50.2%). Segment review identifies Young single student citizens (Segment B) (40.8%) for initial validation. Model discrimination is limited (ROC AUC 52.2%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Integrated Decision Record 5

Air Pollution Control Program

Exceeded Expectations For LGU validation
93.2%Satisfaction · cutoff 52.2%
49.9%Need for Action · cutoff 52.2%
HighAnalytical signal severity · Need for Action (49.9%)
Segment to validateYoung single student citizens (Segment B) (58.7%)
Proposed responsePrioritize follow-up validation with the service office and compare findings with LGU service records.
ImplementationEnvironment and Natural Resources Office · Monitor: Reduction in need-for-action percentage

Model evidence: Model discrimination is limited (ROC AUC 48.1%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue.

Generated coherent discussion

Air Pollution Control Program is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 93.2% against a 52.2% cutoff, while Need for Action is 49.9% against a 52.2% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is need for action (49.9%). Segment review identifies Young single student citizens (Segment B) (58.7%) for initial validation. Model discrimination is limited (ROC AUC 48.1%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.04) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.