Research Dashboard
PMF-MCR Platform — TTCL NICTBB Generator Maintenance Cost Reduction Study
Questionnaire A — SO1
Factors Affecting Generator Maintenance Costs | 10–12 min | Strictly Confidential
Section A: Respondent Information
Section B: Factor Ratings
Scale: 1 = Very Low Impact | 2 = Low | 3 = Moderate | 4 = High | 5 = Very High Impact
| Statement / Factor | 1 | 2 | 3 | 4 | 5 |
|---|
Section C: Short Questions
Questionnaire B — SO2 & SO3
Model Calibration and Validation | 8–10 min | Strictly Confidential
Respondent Information
Section B: MTI Model Validation
MTI = MTBF × RCF, where RCF = 0.85 for tropical conditions | Scale: 1 = Strongly Disagree … 5 = Strongly Agree
| Statement | 1 | 2 | 3 | 4 | 5 |
|---|
Section C: TMC Cost Component Estimates (TZS)
Enter approximate cost per maintenance event at a typical NICTBB site
Questionnaire C — SO4
PMF-MCR Framework Validation | 8–10 min | Strictly Confidential
Respondent Information
Section B: Framework Assessment
Scale: 1 = Strongly Disagree … 5 = Strongly Agree
| Statement | 1 | 2 | 3 | 4 | 5 |
|---|
Section C: Implementation Assessment
Site Observation Checklist — Appendix VII
Complete one form per site visit
Site & Visit Details
Generator & Battery Quick Assessment
| # | Item | Status | Reading / Value | Action Required |
|---|
📍 GPS Location
Tap the button to capture your current GPS coordinates at the site
Not captured yet
📷 Site Photos
Each photo is automatically tagged with GPS coordinates and timestamp
General Observations
Regional Supervisor Data Collection Form — Appendix VIII
Site trip and maintenance activity data for the last quarter | ~5 min
Supervisor Details
Site Trip and Maintenance Data (Last Quarter)
Fill in data for sites you manage. Leave blank for sites not in your region.
| Site Name | Depot Distance (km) | Trip Cost/Visit (TZS) | Scheduled Visits | Corrective Visits | Emergency Call-outs | Remarks |
|---|
Regional Notes
MTI Calibration and Tracking Form — Appendix IX
Formula: MTI_adj = (MTBF × 0.85) × (1/LWI) where RCF = 0.85 (tropical)
Calibration Details
MTI Data Per Site
| Site | Avg DG Run-Hrs/Mo | MTBF Est. (hrs) | RCF | MTI_base (hrs) | Load Factor (%) | LWI | MTI_adj (hrs) |
|---|
Model Validation Tracking Form — Appendix X
Data source: NMS Jan–Mar 2026 (post-intervention) vs Oct–Dec 2025 baseline
Validation Criteria
Success: (i) Paired t-test p < 0.05 | (ii) Expert Likert mean ≥ 4.0 | (iii) Observed TMC reduction ≥ 25%
Validation Data Per Site
| Site | Predicted MTI_adj (hrs) | Observed Interval (hrs) | Difference (hrs) | TMC Before (TZS/qtr) | TMC After (TZS/qtr) | Pass/Fail |
|---|
Overall Validation Outcome
Analysis Dashboard
Summary statistics and visualizations across all collected data
Admin Panel
Manage sites, users, and data exports
NICTBB Site Management
* Default 21 sites cannot be removed
User Management
Add New User
| User ID | Full Name | Role | Password | Actions |
|---|
* The admin account cannot be edited or removed here.
Data Export
Danger Zone
Google Sheets Integration
To send responses directly to Google Sheets, paste your Google Apps Script Web App URL below. Deploy the script from Google Apps Script (Extensions → Apps Script → Deploy → Web App) with access set to "Anyone".