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Production Decline Curve Analysis for Petroleum Engineers

Forecast well reserves and production rates using decline curve analysis

4.0(29 reviews)
100+ downloads
Updated Oct 2026
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What You Can Do

You can input well production history and operational data to Claude, which applies decline curve analysis methodologies to identify decline patterns, calculate decline parameters (b-exponent, decline rates), and generate production forecasts over defined timeframes. Claude quantifies recoverable reserves, supports SEC reserve bookings, and produces scenario analyses (base case, optimistic, pessimistic) to evaluate well economics and facility planning requirements.

Features

Decline pattern identification

classifies exponential, hyperbolic, or harmonic decline from production data

Decline parameter calculation

determines decline rate and exponent for rate-time modeling

Reserve estimation

quantifies proved, probable, and possible recoverable reserves based on decline curves

Production forecasting

generates monthly or annual production projections over 10-30 year horizons

Scenario analysis

creates base case, upside, and downside forecasts to bound economic uncertainty

Breakeven analysis

identifies minimum economic production rates and facility design thresholds

Analogous well comparison

benchmarks single-well performance against offset or regional wells

Sensitivity analysis

evaluates impact of operational changes (choke adjustments, workovers) on decline trajectory

Example Output

Input: Well XYZ production data (24 months), initial rate 500 bbl/day, current rate 180 bbl/day

Output:

  • Decline Type: Hyperbolic (b = 0.65)
  • Decline Rate: 35% annual
  • Reserve Estimate: 180,000 barrels (proved)
  • 10-Year Forecast: Year 1: 150 bbl/day → Year 10: 22 bbl/day
  • Scenario Range: Base case 180K barrels | Upside 220K | Downside 145K
  • Breakeven Threshold: 8 bbl/day at $40/barrel

Input: Three offset wells for comparison

Output: Performance ranking, relative decline trajectories, reserve distribution across analogous wells, recommended well prioritization for re-completion or workovers

What's Included

  • SKILL.md instruction file with DCA methodology reference:
  • Production data template (Excel-ready format with monthly rates, cumulative production, operational notes):
  • Decline curve parameter calculation worksheet with hyperbolic, exponential, and harmonic templates:
  • 10-year and 30-year forecast templates with pricing scenarios:
  • Reserve estimation checklist (proved, probable, possible classifications):
  • Scenario sensitivity framework (base/upside/downside inputs and outputs):
  • Analogous well comparison matrix:

Who It's For

  • Petroleum production engineers optimizing well performance and forecasting reserves
  • Reservoir engineers evaluating field development plans and recovery factors
  • Completions engineers designing wells based on expected decline trajectory and facility constraints
  • Finance and business development teams supporting investment justifications and economic modeling
  • Regulatory compliance specialists preparing SEC reserve bookings and annual production reports
  • Asset managers comparing portfolio well performance and identifying optimization opportunities

Best For

  • Generating proved reserve estimates for SEC filings and financial reporting
  • Forecasting production streams for facility sizing, pipeline capacity, and export planning
  • Evaluating well economics, breakeven thresholds, and investment ROI decisions
  • Benchmarking single-well performance against offset or regional analogous wells
  • Creating scenario analyses (base/upside/downside) to bound production uncertainty and risk
  • Assessing operational impact on decline (workovers, choke adjustments, stimulation treatments)
  • Supporting unitization agreements and reserve distribution negotiations

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