Power Plant OEE Benchmarks by Fuel and Plant Type

By Jackson T on October 10, 2026

power-plant-oee-benchmarks-by-fuel-type

Power plant OEE benchmarks by fuel type are harder to find than most articles suggest, because the industry does not publish OEE. Generators report availability, forced outage rate, capacity factor and heat rate instead. Those measures are public, recent and split by plant type, and together they answer the same question OEE asks: how much of what this plant could do is it actually doing? This guide gives the latest published figures for coal, gas, nuclear and hydro, and shows how to turn them into a fair OEE view. To benchmark your own units, book a short walkthrough.

Power plant performance · OEE benchmarks

Power Plant OEE Benchmarks by Fuel and Plant Type: What Good Looks Like in 2026

Coal, gas, nuclear and hydro plants are built for different duties. See the latest published availability, outage and capacity factor figures for each.

Quick numbers
9.2%
Weighted forced outage rate for conventional generation in North America, 2025 (NERC)
70.06%
Plant load factor of Indian coal and lignite plants, 2025–26 (CEA)
58.58%
OEE in the one published power plant example we found, a combined cycle block
Latest published figures by plant type
Plant type and forced outage rate, 2025Capacity factor, 2025
Coal
48.8%
14.1%
Gas combined cycle
58.2%
5.7%
Gas turbine, simple cycle
18.9%
22.8%
Nuclear
91.0%
2.2%
Hydro
35.3%
7.7%
Key takeaways
1
No official OEE benchmark exists for power plants

The industry publishes availability, forced outage rate and capacity factor instead.

2
Plant types are not comparable with each other

A peaking gas turbine and a nuclear unit have completely different duties.

3
Capacity factor mostly reflects dispatch

A low figure for a peaker says nothing about how well it is run.

4
The best benchmark is a like unit

Same technology, size, age and duty, on the same definitions.

01The basics

Is There an OEE Benchmark for Power Plants?

Not an official one. No regulator or industry body we checked publishes OEE by fuel type.

In plain words
OEE

Overall equipment effectiveness: availability multiplied by performance multiplied by quality. It was designed for factories that make discrete products.

  • What exists. Public data on availability, forced outage rate, capacity factor and heat rate, by plant type.
  • What does not. A recognised OEE percentage for coal, gas, nuclear or hydro plants.
  • What this guide does. Gives the published figures, then shows how to map them to OEE for internal use.
Be cautious of any single OEE percentage quoted for a fuel type without a named source. We could not trace one to NERC, EIA, CEA, the IEA or WANO.

The published measures are more useful anyway, because they are defined the same way everywhere. We can map yours on a call.

02Mapping

How OEE Maps to Power Plant Measures

Each OEE factor has a close equivalent in generation. The mapping below is our own formulation.

OEE factorFactory meaningPower plant equivalent
AvailabilityShare of planned time the line runsEquivalent availability factor: time available, adjusted for deratings
PerformanceSpeed against ideal rateOutput against capability when running, or actual heat rate against target
QualityGood units against totalGeneration delivered within grid and environmental limits
Equivalent availability factor
Share of the period a unit was available, with partial deratings counted as lost hours.
Equivalent forced outage rate
Share of demanded time lost to forced outages and forced deratings.
Net capacity factor
Actual generation divided by what the unit would produce at full rating all period.
Service factor
Share of the period the unit was actually running.
Heat rate
Fuel energy used per kWh generated.

These definitions come from the NERC Generating Availability Data System, used across North America.

Using standard definitions means your figures can be compared with published ones. See the mapping in a demo.

03Example

The One Published Power Plant OEE We Found

A 2018 university thesis calculated OEE for one combined cycle block in Indonesia.

OEE of a combined cycle block, 2017
Availability98.45%
Performance62.59%
Quality95.08%
Calculation0.9845 × 0.6259 × 0.9508
OEE58.58%

Source: Universitas Gadjah Mada thesis on Priok combined cycle Block 3. The main loss was traced to fuel gas compressor damage.

Note where the loss sits. Availability was very high. The low figure came from performance: the block was available but produced well below capability.

One plant in one year is an example, not a benchmark. It does show that availability alone can hide a large loss.

Splitting the three factors is what makes OEE useful inside a plant. Our specialists can run the split on your data.

04Forced outages

Forced Outage Rate by Plant Type

Forced outage rate is the closest public measure of equipment reliability, and 2025 was a difficult year.

Weighted equivalent forced outage rate, North America, 2025
Nuclear2.2%

Gas combined cycle5.7%

Hydro7.7%

Coal14.1%

Gas steam22.4%

Gas turbine, simple cycle22.8%

NERC 2026 State of Reliability. Lower is better.

Plant type20242025
All conventional generation7.6%9.2%
Coal11.2%14.1%
Gas combined cycle4.2%5.7%
Gas steam19.2%22.4%
Gas turbine, simple cycle20.7%22.8%
Nuclear2.7%2.2%
Hydro8.4%7.7%

NERC notes that most large coal units are over 40 years old and were not designed for regular cycling. That helps explain the rise.

A unit beating its type average is doing well; one above it has a clear target. We compare yours in every rollout.

05Capacity factor

Capacity Factor by Fuel

Capacity factor shows how much a plant generated against its maximum. It varies hugely by fuel.

US capacity factor by fuel, 2025
Nuclear91.0%

Gas combined cycle58.2%

Coal48.8%

Hydro35.3%

Wind34.2%

Solar PV24.4%

Gas turbine18.9%

US Energy Information Administration, electric power sector.

42.7% to 48.8%
US coal capacity factor, 2024 to 2025
EIA
60.4% to 58.2%
US gas combined cycle, 2024 to 2025
EIA
83%
global average nuclear capacity factor in 2024
World Nuclear Association

These swings are driven by fuel prices and demand, not by how well plants were run. Coal ran more in 2025; combined cycle ran slightly less.

Capacity factor belongs in a commercial review more than in an equipment one. Ask our team how the two are separated.

06Caution

Why Capacity Factor Is Not a Performance Score

A plant can be in excellent condition and still have a low capacity factor, because the grid did not call on it.

Simple-cycle gas turbine
  • Built to run at peak hours
  • Capacity factor about 19%
  • Availability 96–98% for peaking units
  • Judged on starting and being ready
  • Low run hours are by design
Nuclear unit
  • Built to run flat out
  • Capacity factor about 91%
  • Forced outage rate about 2%
  • Judged on continuous output
  • Any lost hour is costly

The gas turbine availability range is from industry reliability data cited in a 2011 Power Engineering article, so treat it as indicative.

If OEE counts unused hours as a loss, a peaker will always look poor. Count only the hours the plant was asked to run.

Deciding what counts as planned time is the most important choice in power plant OEE. Our engineers can advise.

07India

Benchmarks for Indian Thermal Plants

India reports plant load factor, which is the same idea as capacity factor.

70.06%
coal and lignite plant load factor, 2025–26
CEA
68.43%
the year before, 2024–25
CEA
85%
availability benchmark used for tariff recovery
CEA recommendation, 2024–29
Plant load factor by ownership, 2025–26
Central sector76.34%

State sector64.01%

Private sector62.47%

Central Electricity Authority, coal and lignite plants.

  • Load factor reflects scheduling. It depends on demand, merit order and fuel supply as well as plant condition.
  • Availability is the plant’s own measure. The 85% benchmark is the level at which fixed charges are fully recovered.
  • Compare within a group. Units of the same size and vintage give the fairest view.

For Indian stations, availability against 85% and heat rate against norm are the two figures to watch. See both in a session.

08By plant type

Reference Points by Plant Type

Pulling the published figures together gives a set of reference points, not targets.

Plant typeForced outage rate, 2025Capacity factor, 2025Heat rate, 2024
Coal14.1%48.8%10,777 Btu/kWh operating
Gas combined cycle5.7%58.2%7,548 Btu/kWh tested
Gas turbine, simple cycle22.8%18.9%10,999 Btu/kWh tested
Nuclear2.2%91.0%10,443 Btu/kWh operating
Hydro7.7%35.3%Not applicable
  • Coal. Good means a forced outage rate well under the fleet average, with tube leaks under control.
  • Combined cycle. Good means a low forced outage rate and starts that succeed first time.
  • Peaking gas turbines. Good means high availability and starting reliability, not high run hours.
  • Nuclear. Good means very few unplanned losses between refuelling outages.
  • Hydro. Good means availability when water is there; capacity factor follows rainfall.

Figures are North American and US averages. Use them for scale, then compare with sister units. Discuss the right peer group with our advisors.

09Your own OEE

Building an OEE View for Your Plant

For internal use, OEE can be built from the standard measures in three steps.

Example: OEE for a coal unit over one year
Availability (equivalent availability)86%
Performance (output against capability when dispatched)94%
Quality (generation within limits)99%
Calculation0.86 × 0.94 × 0.99
OEE80%

Illustrative. State your definitions with the number, or it cannot be compared.

1
Fix the time base

Decide whether reserve shutdown hours count. For most plants they should not.

2
Use standard inputs

Take availability and deratings from your outage records.

3
Split the losses

Planned outage, forced outage, derating, heat rate.

The total matters less than the split. It shows whether to work on outages, deratings or efficiency first. We build the split in a working session.

10Fair comparison

How to Benchmark Fairly

Most misleading comparisons break one of five rules.

Rule 1
Same technology

Compare subcritical with subcritical, F-class with F-class.

Rule 2
Same duty

Baseload, cycling and peaking units have different expectations.

Rule 3
Same age band

Older units carry more forced outages.

Rule 4
Same definitions

Use standard formulas for every figure.

Rule 5
Several years

One year can be skewed by a single long outage.

Bonus
Sister units

Your own fleet is often the best peer group.

A unit that looks average against a national figure may be the weakest in its own station, or the best. Peer comparison shows which.

Three to five years of outage records are enough to start. Try it in a pilot.

11Checklist

OEE Benchmarking Checklist

A quick check before quoting or using any benchmark.

Definitions
Time base stated
Reserve shutdown treatment stated
Deratings included
Net or gross output stated
Data
Outage records complete
Cause codes on every event
Heat rate target by load
Dispatch instructions kept
Comparison
Peer group defined
Same period for all units
Source named for external figures
Multi-year average used
Action
Largest loss identified
Owner for each loss
Target set against peers
Progress reviewed monthly

Cause codes are the usual weak point; without them the losses cannot be split. A data review checks that first.

12iFactory

How iFactory Benchmarks Power Plant Performance

iFactory calculates the standard measures from your own records and compares like with like.

Clear, defensible benchmarks built on standard definitions.
01
Standard measures

Availability, forced outage rate, capacity factor, heat rate.

02
OEE view

Three factors and the losses behind each.

03
Peer comparison

Sister units side by side.

04
Loss breakdown

By cause, system and period.

05
External references

Published figures alongside your own.

06
AI assistant

Answers benchmark questions in plain language.

It runs on premises and reads from your historian and outage records. Share three years of events and we will show the first comparison in a trial.

Benchmark review

See How Your Units Compare

Share your outage records and generation data. We calculate the standard measures, build the OEE split and compare like units.

Illustrative alert
Unit 4 · 210 MW coal unit

Equivalent availability is 78% against 88% for the best sister unit. Two-thirds of the gap is forced outages from boiler tube leaks.

Availability vs fleet best78% vs 88%

Window
This year
Action
Target tube leak reduction first
13In practice

Finding the Real Gap Behind an Average Number

This is how an operations head might use the comparison.

Operations head and iFactory AI
Operations head
Is Unit 4 performing well for a 210 MW coal unit?
iFactory AI
Its equivalent availability this year is 78%. The best sister unit is at 88%, and the tariff benchmark is 85%.
Operations head
Where is the gap?
iFactory AI
About two-thirds is forced outages from boiler tube leaks: six this year, four in the same reheater zone. The rest is a longer planned outage.
Operations head
And when it runs?
iFactory AI
Performance is close to the sister units. The loss is availability, so tube leak reduction in that zone is the first target.
Turnkey hardware and software

iFactory ships as a pre-configured NVIDIA AI server, racked and ready with the performance and OEE models loaded. Rack it, plug in power and Ethernet, and the AI is live. Scope covers data connections across units, control room, stores and planning office, DCS, historian, CMMS and ERP integration, cabling and network setup, team training and 24×7 remote monitoring.

Weeks 1–4
Ship, network, data

Server installed, DCS, historian and CMMS links live, history loaded.

Weeks 5–8
Train models, pilot

Models tuned on your own plant data, then piloted on one unit with your team reviewing every output.

Weeks 9–12
Go live, train teams

Rollout to the agreed units, team training done, 24×7 remote monitoring in place.

Software, server and integration come as one package. For pricing, contact our sales team.

FAQQuestions

Frequently Asked Questions

What is a good OEE for a power plant?

There is no official benchmark. The industry reports availability, forced outage rate and capacity factor instead, and those should be compared with like units.

How is OEE calculated for a power plant?

Multiply availability by performance by quality. Equivalent availability, output against capability and generation within limits are common choices for the three factors.

What is the forced outage rate for coal plants?

NERC reported a weighted equivalent forced outage rate of 14.1% for coal units in North America in 2025, up from 11.2% in 2024.

Why is capacity factor a poor benchmark for gas turbines?

Peaking units are built to run few hours. US gas turbines averaged about 19% capacity factor in 2025, which reflects dispatch, not condition.

What is the plant load factor of Indian coal plants?

The Central Electricity Authority reported 70.06% for coal and lignite plants in 2025–26, with central sector plants at 76.34%.

How long does a benchmarking setup take?

Standard measures, an OEE split and peer comparison for a station typically fit within a 6–12 week rollout. Plan it with our specialists.

Next step

Benchmark on Measures You Can Defend

iFactory builds availability, outage and OEE figures from your own records and compares like units, so targets rest on real numbers.

Illustrative dashboard view
Equivalent availability by unit, this year
Unit 191%

Unit 288%

Unit 384%

Unit 478%

Illustrative. Comparing like units on the same measure is more useful than any single industry number.


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