SIM Research Model

Public Record -> Operational Constraint -> Field Usability Score.

This layer turns public Arizona water and irrigation metrics into transparent engineering estimates. It does not claim that a water unit is available, transferable, or legally usable.

SIM does not broker or determine water rights. It measures the gap between water on paper and water that can actually reach a crop.
USDA IWMS 2023

4.3

Average acre-feet applied per irrigated acre in Arizona. This is the statewide default when no crop-specific value is entered.

Groundwater lift proxy

401 ft

Average Arizona depth to bowls or impellers for pumped irrigation wells in the USDA survey.

Pump energy

$82.4M

Reported Arizona pumping energy expenses for powered irrigation pumps.

Calculated Engineering Estimate

Translate public benchmarks into hydraulic burden.

Defaults start with public data anchors. Adjust the scenario to see how applied water, lift, pressure, efficiency, and operating window change field usability.

Beneficial water proxy2.15 AF/ac
Delivery gap proxy2.15 AF/ac
Total dynamic head481.9 ft
Energy burden759.1 kWh/AF
Energy cost$106.27/AF
Conventional rate12.97 GPM/ac
Continuous rate5.41 GPM/ac
Peak window reduction58.3%
Energy burden score75.6
Field usability score70.2
Nano Flow opportunity score63.5

Energy uses pressure head = PSI x 2.31, total dynamic head = lift + pressure head, and kWh/AF = total dynamic head x 1.024 / pump efficiency. Scores are scenario indices, not legal findings or stamped engineering documents.

Score Architecture

Use public records to identify the operational constraint, then score the receiving-system fit.

Public record plus risk context

Water Reliability Score

Combines source type, legal or administrative class, shortage exposure, and reporting confidence.

Can it physically move?

Delivery Burden Score

Uses delivery dependency, distance proxy, district relationship, and infrastructure constraint flags.

Storage is not the endpoint

Recovery Burden Score

Flags stored or recharge-linked water that needs recovery wells, agreements, or exchange assumptions.

Physics layer

Energy Burden Score

Uses lift, pressure, field flow rate, pump efficiency, and energy cost to estimate kWh per acre-foot.

Receiving-system fit

Field Usability Score

Connects crop demand, irrigation method, operating window, field efficiency, and storage buffering.

Pilot priority

Nano Flow Opportunity Score

Prioritizes places where public water pressure and field-level peak demand make measured pilots useful.

Metric Anchors

Research values currently seeded into the model.

Each anchor keeps its agency, table, geography, year, confidence label, and model use so public facts remain separate from SIM extrapolation.

Crop ET benchmark

Metric Value Source Model use Confidence
Recent Yuma lettuce water requirement lower bound Yuma, Arizona / 2025 12 inches per acre University of Arizona Cooperative Extension Water requirement discussion Source Crop-specific demand floor for lettuce scenarios. Observed Public Data
Recent Yuma lettuce water requirement upper bound Yuma, Arizona / 2025 16 inches per acre University of Arizona Cooperative Extension Water requirement discussion Source Crop-specific demand ceiling for lettuce scenarios. Observed Public Data

Distribution method baseline

Metric Value Source Model use Confidence
Arizona open-field drip, trickle, or low-flow micro acres Arizona / 2023 92,828 acres USDA NASS Table 31 and Table 34 Source Observed baseline for low-flow adoption and Nano Flow comparative framing. Observed Public Data
Arizona open-field gravity-system acres Arizona / 2023 693,836 acres USDA NASS Table 31. Method of Water Distribution in Fields in the Open Source Identifies where conventional distribution methods dominate and where peak-demand redesign has a larger contrast. Observed Public Data
Arizona open-field sprinkler-system acres Arizona / 2023 182,162 acres USDA NASS Table 31. Method of Water Distribution in Fields in the Open Source Benchmarks pressure-dependent field delivery acreage. Observed Public Data

Energy baseline

Metric Value Source Model use Confidence
Arizona total energy expenses for pumping Arizona / 2023 82,372,000 dollars USDA NASS Table 16. Energy Expenses for Pumps by Type of Energy Used Source Economic energy burden benchmark for pumping-intensive regions. Observed Public Data

Groundwater data currency

Metric Value Source Model use Confidence
ADWR GWSI tabular data update date Arizona / 2026 20,260,414 YYYYMMDD Arizona Department of Water Resources ADWR TABULAR Data Download Source Data currency flag for groundwater stress and pumping-burden imports. Observed Public Data

Groundwater pumping baseline

Metric Value Source Model use Confidence
Arizona average depth to bowls or impellers for pumped wells Arizona / 2023 401 feet USDA NASS Table 14. Characteristics of Pumped Wells and Irrigation Well Pumps on Farms Source Default pumping-lift proxy for statewide groundwater energy burden scenarios. Observed Public Data
Arizona irrigation wells used on farms Arizona / 2023 4,066 wells USDA NASS Table 11. Irrigation Wells Used on Farms Source Groundwater pumping intensity and monitoring readiness proxy. Observed Public Data

Lower Colorado validation baseline

Metric Value Source Model use Confidence
Arizona Lower Colorado River mainstream agriculture CUL Arizona Lower Colorado River System / 2024 1,006,460 acre-feet Bureau of Reclamation Mainstream / Total Lower System, 2024 agriculture Source Validation-zone weight for Yuma and Lower Colorado pilot prioritization. Observed Public Data
Arizona Lower Colorado River tributary agriculture CUL Arizona Lower Colorado River System / 2024 1,943,960 acre-feet Bureau of Reclamation Total Lower System, 2024 agriculture Source Regional water-accounting visibility benchmark. Observed Public Data

USDA irrigation baseline

Metric Value Source Model use Confidence
Arizona average water applied per irrigated acre Arizona / 2023 4.30 acre-feet per acre USDA NASS Table 7. Estimated Quantity of Water Applied By Source Source Default applied-water depth for Arizona field scenarios when crop-specific data is absent. Observed Public Data
Arizona irrigated acres Arizona / 2023 921,013 acres USDA NASS Table 7. Estimated Quantity of Water Applied By Source Source Statewide denominator for regional demand and benchmark comparisons. Observed Public Data
Arizona water applied from all sources Arizona / 2023 3,927,853 acre-feet USDA NASS Table 7. Estimated Quantity of Water Applied By Source Source Conventional demand benchmark; computes 4.3 AF/ac statewide applied-water baseline. Observed Public Data

Water-use methodology

Metric Value Source Model use Confidence
USGS Arizona irrigation-withdrawal estimation method Arizona outside AMAs / 2026 Method U.S. Geological Survey Irrigation method description Source Supports SIM extrapolation using acreage, crop water requirement, and irrigation efficiency where metered data is unavailable. Observed Public Data

Yuma crop and irrigation benchmark

Metric Value Source Model use Confidence
Yuma field-crop budget flood-irrigation efficiency assumption Yuma County, Arizona / 2026 50 percent efficiency University of Arizona Cooperative Extension Irrigation assumptions Source Yuma conventional field benchmark for storage-buffered and low-flow comparison. Observed Public Data
Yuma field-crop budget irrigation water cost Yuma County, Arizona / 2026 45 dollars per acre-foot University of Arizona Cooperative Extension Irrigation assumptions Source Cost context for Yuma field scenarios. Observed Public Data
Model Boundary

The score measures operational fit, not entitlement.

Nano Flow improves only the receiving-system demand profile. It does not change legal class, ownership, recovery authority, water quality requirements, or provider agreements.

Next research imports

  • ADWR GWSI depth-to-water records and well registry geometry.
  • ADWR recharge/LTSC account and facility records where public.
  • CAP allocation/service-area layers and subcontract reports.
  • Reclamation Water Accounting Report user-level diversions and returns.
  • Crop-specific ET and field trial measurements for Yuma and Pinal pilots.