Analogue Benchmarking and Recovery Factor – Identifying and Extending What Remains Achievable

Recovery factor benchmarking helps identify where performance diverges.  Analogue benchmarking helps establish what remains achievable and what it may take to get there. This article explores why accumulated analogue intelligence remains one of the most powerful tools available for identifying and extending recovery potential across mature hydrocarbon systems.

Across mature oil and gas portfolios, recovery factor benchmarking is often one of the first tools used to identify where additional value may exist.

It helps answer an important question:

Which assets appear to exhibit the greatest remaining recovery opportunity?

However, recovery factor benchmarking alone rarely provides the answer operators ultimately need.

It may indicate where performance diverges.

It does not necessarily establish what remains achievable, nor what it may take to realise it.

This is where analogue benchmarking becomes essential.

Recovery Factor Does Not Explain Itself

A recovery factor number, by itself, has limited meaning.

Suppose a field has achieved a recovery factor of 35%.

Is that exceptional?

Average?

Or materially below what remains achievable?

The answer depends entirely on context.

Recovery outcomes are shaped by geology, reservoir architecture, drive mechanism, development maturity, pressure support, intervention history, recovery strategy, operating philosophy, infrastructure constraints, and the decisions that have shaped the asset over decades.

The same recovery factor can therefore represent very different outcomes in different reservoirs.

Meaningful recovery factor benchmarking requires meaningful analogues.

Identifying The Gap Is Not The Same As Explaining The Gap

Recovery factor benchmarking and analogue benchmarking serve different purposes.

Recovery factor benchmarking helps identify where performance diverges.

Analogue benchmarking helps establish why that divergence exists, what remains achievable, and what may be required to realise it.

The objective shifts from:

What recovery factor has been achieved?

to:

What remains achievable?

and ultimately:

What would it take to get there?

This is where many benchmarking exercises stop too early.

The most valuable insights rarely emerge from identifying the gap itself.

They emerge from understanding what explains the gap.

The Real Asset Is The Independent Reference Point.

Many organisations possess data.

Many organisations possess technical expertise.

The challenge is rarely a lack of information.

The challenge is maintaining valid comparison across large populations of hydrocarbon systems that have evolved under different geological conditions, recovery mechanisms, development philosophies, infrastructure architectures, operating environments, and maturity states.

The value of analogue benchmarking does not lie in just identifying fields that appear similar.

Its value lies in maintaining valid comparison across systems that differ in important ways while remaining sufficiently comparable to establish what remains achievable.

This requires accumulated analogue intelligence.

Not assembled.

Accumulated.

Developed through long-term observation of hydrocarbon systems across operators, basins, recovery mechanisms, maturity states, and development pathways.

The real asset is the accumulated analogue intelligence behind the benchmark.

Why This Matters

The greatest long-term value losses in sophisticated hydrocarbon systems rarely arise through obvious operational failure.

More often, they emerge when accepted interpretations gradually become embedded within recovery expectations, development plans, infrastructure pathways, investment decisions, and optimisation frameworks.

Over time, these interpretations influence what is considered realistic.

They influence what is pursued.

And ultimately, they influence what is achieved.

The most significant opportunities often emerge where accepted interpretations no longer reflect what remains achievable.

Identifying and Extending What Remains Achievable

Recovery factor benchmarking helps identify where performance diverges.

Analogue benchmarking helps establish what remains achievable and what it may take to get there.

Together they provide one of the most effective mechanisms available for identifying and extending what remains achievable across mature hydrocarbon systems.

Because the objective is not simply to understand performance.

The objective is to extend it.

Benchmarking is the discipline of establishing what world-class looks like under comparable conditions – and understanding how far performance remains from that potential.

It provides an independent reference point for what remains achievable.

As systems evolve across field life, development phases, operating conditions, and changing business priorities, benchmarking helps maintain visibility of what world-class performance continues to look like – and what it may take to achieve it.

Recovery factor comparisons also have implications for the wider development strategy. FDP Benchmarking provides a broader comparative examination of development assumptions, concept choices and alternatives, while distinguishing what external evidence supports from what requires further operator-specific technical appraisal.