Meltwater Exposure Tracker
Build specification, data architecture and publication protocol
This tracker has no published data yet. The build specification below sets out what it will measure, how, and on what timeline. It is published now — ahead of any data — so the method can be reviewed before a single figure is produced.
- Status
- Build specification v1.0 — pre-implementation
- Current build phase
- Pre-implementation
- Refresh cadence (once live)
- Annual core; quarterly for event log
- Licence
- CC BY 4.0
- Reconciliation note & privacy protocol
- Required before first data release, per the build specification below
- Specification version
- 1.0
Companion working paper · HEF-WP-01
The Cryosphere as a Financial Layer
1. What this tracker is, and what it is not
It is a public, basin-resolved register of Himalayan cryosphere condition set against the economic and institutional exposure sitting downstream of it.
It is not a forecast, a hazard warning system, an early warning service, or a substitute for statutory monitoring by CWC, NDMA or state agencies. The tracker must carry this disclaimer on every page. HEF must never occupy a position where a user could reasonably construe its output as operational safety guidance.
Editorial rule: the tracker reports condition and exposure. It does not predict events. Any language implying event prediction is a publication error and should be treated as one.
2. Scope
2.1 Geographic scope — v1
| Level | Coverage |
|---|---|
| Primary units | River basins and sub-basins within the Indian Himalayan Region |
| Basins in v1 | Indus (Indian sub-basins: Sutlej, Beas, Ravi, Chenab, Jhelum headwaters, Ladakh reach), Ganga (Yamuna, Bhagirathi, Alaknanda, Ghaghara, Gandak, Kosi headwaters), Brahmaputra (Teesta, Siang/Dihang reach, Subansiri, Manas) |
| Comparative reference basins | Two non-Indian mountain basins for methodological validation — Andes and Alps candidates listed in Annexe B |
Scope exclusions are deliberate and should be stated publicly in the methodology note, so that scope is understood as a design decision rather than an oversight. The tracker covers basins; it does not cover jurisdictions upstream of the Indian Himalayan Region, and it does not model transboundary allocation.
2.2 Temporal scope
| Series | Start | Rationale |
|---|---|---|
| Glacier area and change | 1990 | Aligns to the ICIMOD 1990–2020 change baseline |
| Snow persistence | 2003 | Start of the ICIMOD monitoring series |
| Installed generation | 2000 | Captures the post-liberalisation Himalayan hydro build-out |
| Event log | 1990 | Long enough to establish a base rate |
3. Indicator dictionary
Every indicator carries: id, name, definition, unit, basin_resolution, source, source_type, publication_lag, last_verified, confidence.
3.1 Sub-index A — Cryosphere Condition (CC)
| ID | Indicator | Unit | Resolution | Source | Cadence | Notes |
|---|---|---|---|---|---|---|
| CC-01 | Glacierised area | sq km | Basin | ICIMOD | Multi-annual | Baseline 55,782 sq km region-wide |
| CC-02 | Glacier count | count | Basin | ICIMOD | Multi-annual | Baseline 63,761 region-wide |
| CC-03 | Glacier area change | % vs 1990 | Basin | ICIMOD | Multi-annual | Indus recorded −6% for 1990–2020 |
| CC-04 | Share of glacier area, 4,500–6,000 m | % | Basin | ICIMOD / derived | Multi-annual | Region-wide ~78%; basin split requires derivation |
| CC-05 | Snow persistence anomaly, current season | % vs long-term mean | Basin | ICIMOD Snow Update | Annual (Apr) | 2026 region-wide −27.8% |
| CC-06 | Snow persistence, 5-year rolling mean | % | Basin | Derived from CC-05 | Annual | Damps single-year noise |
| CC-07 | Consecutive below-normal seasons | count | Basin | Derived | Annual | Region-wide count stood at 4 in 2026 |
| CC-08 | Snowmelt share of annual runoff | % | Basin | ICIMOD / literature | Static, revised on new publication | Regional average ~23% |
| CC-09 | Glacial lake count and area | count, sq km | Basin | CWC / NDMA / published inventories | Annual where available | Verify licensing before republication |
3.2 Sub-index B — Economic Mass (EM)
| ID | Indicator | Unit | Resolution | Source | Cadence | Notes |
|---|---|---|---|---|---|---|
| EM-01 | Installed hydro capacity, operational | MW | Basin | CEA, mapped by HEF | Annual | Requires HEF-built state→basin concordance |
| EM-02 | Hydro capacity under construction | MW | Basin | CEA / state energy departments | Annual | |
| EM-03 | Hydro capacity allotted, not started | MW | Basin | State energy departments | Annual | Highest data-quality risk |
| EM-04 | Lean-season generation | MU | Basin | CEA monthly | Annual roll-up | The financially load-bearing series |
| EM-05 | Plant load factor, lean season | % | Basin | Derived from EM-04 | Annual | |
| EM-06 | Irrigated command area, basin-fed | ha | Basin | CWC / state irrigation | Annual | |
| EM-07 | Population in floodplain / modelled runout | count | Sub-basin | HEF construction | Biennial | Methodology must be published in full |
| EM-08 | Built asset value in exposure zone | ₹ crore | Sub-basin | HEF construction | Biennial | Highest-effort component; publish method or do not publish value |
3.3 Sub-index C — Institutional Absorption (IA)
| ID | Indicator | Unit | Resolution | Source | Cadence | Notes |
|---|---|---|---|---|---|---|
| IA-01 | SDRF/SDMF allocation | ₹ crore | State | Finance Commission / MoF | Annual | 16th FC corpus ₹2,04,401 crore; 90:10 for Himalayan and NE states |
| IA-02 | Centre–state cost-share ratio | ratio | State | Finance Commission | Per FC cycle | 90:10 Himalayan/NE; 75:25 others |
| IA-03 | Ownership class of exposed capacity | % state / central / private | Basin | Derived from EM-01 | Annual | Determines where a loss lands |
| IA-04 | Early warning coverage | binary / partial by sub-basin | Sub-basin | NDMA / state | Annual | Report only what is officially published |
| IA-05 | Insurance penetration, generation assets | % or unavailable | Basin | Industry engagement | Annual attempt | Publish as "not disclosed" if unobtainable — do not estimate |
| IA-06 | Water-levy legal status | categorical | State | Court records | Event-driven | Track cess and cess-equivalent litigation |
3.4 Event log
Separate table. One row per recorded cryosphere-driven loss event.
event_id, date, basin, sub_basin, event_type (GLOF / avalanche / debris flow / flash flood / other), trigger_mechanism, peak_discharge_m3s, sediment_volume_m3, generation_capacity_affected_MW, capacity_destroyed_MW, asset_owner, ownership_class, fatalities_range, persons_affected, roads_damaged, bridges_damaged, subsequent_ownership_change (bool), source_refs[], figure_conflicts (free text).
The figure_conflicts field is mandatory and is a feature, not a caveat. The October 2023 Sikkim event alone carries divergent published casualty figures. A tracker that silently picks one number is less credible than one that shows the divergence. Reference entry for that event should record: 1,200 MW Teesta-III destroyed; peak discharge approximately 7,355 m³/s at Chungthang; approximately 270 million m³ sediment eroded; flow travelled approximately 385 km; subsequent majority-stake sale by the state developer.
4. Data schema
{
"basin_id": "IN-GNG-BHG",
"basin_name": "Bhagirathi",
"parent_basin": "Ganga",
"states": ["Uttarakhand"],
"reporting_year": 2026,
"data_completeness_pct": 71,
"cryosphere_condition": {
"glacierised_area_sqkm": null,
"glacier_count": null,
"area_change_pct_since_1990": null,
"snow_persistence_anomaly_pct": null,
"snow_persistence_5yr_mean_pct": null,
"consecutive_below_normal_seasons": null,
"snowmelt_runoff_share_pct": null,
"source_refs": []
},
"economic_mass": {
"hydro_operational_mw": null,
"hydro_under_construction_mw": null,
"hydro_allotted_mw": null,
"lean_season_generation_mu": null,
"lean_season_plf_pct": null,
"irrigated_command_ha": null,
"population_exposure_zone": null,
"asset_value_exposure_zone_inr_cr": null,
"source_refs": []
},
"institutional_absorption": {
"sdrf_allocation_inr_cr": null,
"centre_state_share": "90:10",
"ownership_split": {"state": null, "central": null, "private": null},
"early_warning_coverage": null,
"insurance_penetration_pct": "not_disclosed",
"water_levy_status": null,
"source_refs": []
},
"provenance": {
"last_verified": "YYYY-MM-DD",
"verified_by": "",
"changelog_ref": ""
}
}Null discipline. null means not yet collected. "not_disclosed" means sought and unavailable. "not_applicable" means structurally absent. These three must never be collapsed into one value, and the front end must render them differently.
5. Publication protocol
5.1 Annual cycle
| Month | Action |
|---|---|
| April | ICIMOD Snow Update publishes; ingest CC-05 to CC-07 within 10 working days |
| May | Snow brief published — short, fast, basin-resolved |
| June–August | Generation and fiscal series refresh |
| September | Full tracker refresh published with changelog |
| October | Annual analytical paper released against refreshed data |
| Continuous | Event log updated within 72 hours of a credible recorded event |
5.2 Front-end requirements
Basin matrix as landing view. Three sub-index columns, never one composite score.
Completeness bar per basin, visible without interaction. A basin at 40% completeness must look different from one at 90%.
Every figure hover-traceable to source, date and licence.
Download in CSV and JSON, unrestricted. Citation reach is the objective; friction defeats it.
Permanent per-basin URLs — the citation unit is the basin page, not the tracker.
Versioned snapshots. A reader citing the tracker in 2027 must be able to retrieve exactly what it said in 2026.
Static server-side rendering of all headline figures. Values rendered only client-side are invisible to static fetchers and search crawlers, which forfeits the citation and indexing value the tracker exists to generate.
Changelog page, human-readable, listing every value revision with date and reason.
5.3 Correction policy
Published, linked from every page. Corrections are versioned, never silent. A visible correction record is an asset for an institution whose product is credibility.
6. Build sequence
Phase 1 — Aggregation (weeks 1–8). Ingest all published cryosphere and fiscal series. This produces a useful tracker with no proprietary component. Ship it.
Phase 2 — Concordance (weeks 6–16). Build the state→basin generation concordance (EM-01 to EM-05). This is the first genuinely proprietary output and the first thing that cannot be replicated by aggregating public sources. Publish the concordance table itself as a standalone dataset.
Phase 3 — Exposure zones (months 4–12). Population and asset value in modelled exposure zones (EM-07, EM-08). Highest effort, highest defensibility. Requires an explicit, published methodology and named technical review before any value is released.
Phase 4 — Institutional layer (months 6–18). Insurance and absorption data via direct engagement. Expect partial success. Publishing the shape of the gap is itself a finding.
Sequencing principle: never let Phase 3 delay Phase 1. A partial tracker that publishes on schedule builds more institutional standing than a complete one that publishes late.
Annexe A — Source register
| Source | Type | Series | Licence status | Verified |
|---|---|---|---|---|
| ICIMOD HKH Snow Update | Multilateral research | CC-05 to CC-08 | Verify before republication (not yet supplied) | |
| ICIMOD HKH Glacier Outlook | Multilateral research | CC-01 to CC-04 | Verify (not yet supplied) | |
| Central Electricity Authority | Government | EM-01 to EM-05 | Public | |
| Central Water Commission | Government | CC-09, EM-06 | Public | |
| 16th Finance Commission report | Government | IA-01, IA-02 | Public | |
| PRS Legislative Research | Independent | IA-01 cross-check | CC licensed — verify terms | |
| Peer-reviewed event literature | Academic | Event log | Per-publisher |
Annexe B — Comparative reference basins
Two non-Indian mountain basins to be selected for methodological validation, on the criteria that they (a) have long instrumented hydrological records, (b) carry material downstream generation or irrigation exposure, and (c) sit in jurisdictions outside the region, so that the MEI methodology can be shown to be portable rather than bespoke. Candidate ranges: Andean and Alpine. Final selection to be made and published with the methodology note; not pre-committed here.
Tracker outputs are descriptive, not predictive. This tracker is not an early warning system and must not be used as one. See the full disclaimer at a URL to be published (not yet supplied).

