Integrated Decision Records

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

Integrated Decision Record 1

Organization,accreditation and training of tourism related concessions.

Continued Emphasis For LGU validation
96.3%Satisfaction · cutoff 56.7%
57.9%Need for Action · cutoff 56.7%
HighAnalytical signal severity · Awareness Gap (76.7%)
Segment to validateYoung single student citizens (Segment B) (20.5%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationLocal Economic Development and Investment Promotion Office · Monitor: Increase in awareness percentage

Model evidence: Model discrimination is limited (ROC AUC 53.5%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is modestly above baseline (lift 1.05) and requires validation.

Generated coherent discussion

Organization,accreditation and training of tourism related concessions. is classified as Continued Emphasis under the CSIS Action Grid. Satisfaction is 96.3% against a 56.7% cutoff, while Need for Action is 57.9% against a 56.7% 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 awareness gap (76.7%). Segment review identifies Young single student citizens (Segment B) (20.5%) for initial validation. Model discrimination is limited (ROC AUC 53.5%); predictors are validation cues, not reliable explanations or causal factors. The association is modestly above baseline (lift 1.05) and requires validation. 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

Product/Brandmarketing and promotion of local goods and touristattractions

Exceeded Expectations For LGU validation
94.4%Satisfaction · cutoff 54.0%
53.8%Need for Action · cutoff 54.0%
HighAnalytical signal severity · Awareness Gap (68.7%)
Segment to validateMarried women outside school or reported work (Segment E) (28.4%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationLocal Economic Development and Investment Promotion Office · Monitor: Increase in awareness percentage

Model evidence: Model discrimination is limited (ROC AUC 57.6%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is modestly above baseline (lift 1.05) and requires validation.

Generated coherent discussion

Product/Brandmarketing and promotion of local goods and touristattractions is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 94.4% against a 54.0% cutoff, while Need for Action is 53.8% against a 54.0% 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 (68.7%). Segment review identifies Married women outside school or reported work (Segment E) (28.4%) for initial validation. Model discrimination is limited (ROC AUC 57.6%); predictors are validation cues, not reliable explanations or causal factors. The association is modestly above baseline (lift 1.05) and requires validation. 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

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

Exceeded Expectations For LGU validation
91.9%Satisfaction · cutoff 55.3%
49.0%Need for Action · cutoff 55.3%
HighAnalytical signal severity · Awareness Gap (67.8%)
Segment to validateYoung single student citizens (Segment B) (28.4%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationLocal Economic Development and Investment Promotion Office · Monitor: Increase in awareness percentage

Model evidence: Model discrimination is limited (ROC AUC 53.1%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is modestly above baseline (lift 1.05) and requires validation.

Generated coherent discussion

Access to facilities that promote agricultural production such as fish hatcheries and breeding stations is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 91.9% against a 55.3% cutoff, while Need for Action is 49.0% against a 55.3% 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 (67.8%). Segment review identifies Young single student citizens (Segment B) (28.4%) for initial validation. Model discrimination is limited (ROC AUC 53.1%); predictors are validation cues, not reliable explanations or causal factors. The association is modestly above baseline (lift 1.05) and requires validation. 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

Water and soilresource utilization and conservation projects

Exceeded Expectations For LGU validation
94.8%Satisfaction · cutoff 53.9%
47.6%Need for Action · cutoff 53.9%
HighAnalytical signal severity · Awareness Gap (63.9%)
Segment to validateMarried women outside school or reported work (Segment E) (32.8%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationLocal Economic Development and Investment Promotion Office · Monitor: Increase in awareness percentage

Model evidence: Model discrimination is limited (ROC AUC 54.2%); predictors are validation cues, not reliable explanations or causal factors.

Association evidence: The association is modestly above baseline (lift 1.05) and requires validation.

Generated coherent discussion

Water and soilresource utilization and conservation projects is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 94.8% against a 53.9% cutoff, while Need for Action is 47.6% against a 53.9% 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 (63.9%). Segment review identifies Married women outside school or reported work (Segment E) (32.8%) for initial validation. Model discrimination is limited (ROC AUC 54.2%); predictors are validation cues, not reliable explanations or causal factors. The association is modestly above baseline (lift 1.05) and requires validation. 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

Enforcement of fishery laws in municipal waters

Exceeded Expectations For LGU validation
95.8%Satisfaction · cutoff 53.8%
52.4%Need for Action · cutoff 53.8%
HighAnalytical signal severity · Awareness Gap (60.7%)
Segment to validateRetired or older home-secure citizens (Segment C) (53.5%)
Proposed responseStrengthen information campaigns, barangay-level announcements, and direct citizen orientation.
ImplementationLocal Economic Development and Investment Promotion Office · Monitor: Increase in awareness percentage

Model evidence: Model evidence is unavailable and should not influence the decision.

Association evidence: The association is modestly above baseline (lift 1.05) and requires validation.

Generated coherent discussion

Enforcement of fishery laws in municipal waters is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 95.8% against a 53.8% cutoff, while Need for Action is 52.4% against a 53.8% 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 (60.7%). Segment review identifies Retired or older home-secure citizens (Segment C) (53.5%) for initial validation. Model evidence is unavailable and should not influence the decision. The association is modestly above baseline (lift 1.05) and requires validation. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.