Stop Renting Your Ratings: Why You Need a Tool to Build Your Own

Oct 11, 2026 · 6 min read

Dr. Elham KheradmandCEO, Lucid Axon
Glass rating panels connected by flowing lines, contrasting consistent credit ratings with fragmented ESG assessments.
In this article
  1. Where the disagreement comes from
  2. More disclosure alone will not fix it
  3. The accountability now sits with you
  4. Whose judgement is inside the number?

Ask Moody's and S&P to rate the same company's credit and their ratings are highly correlated, at 0.92 [1].

Ask six sustainability rating providers to rate the same company and you get a different picture. Across the major providers, the average correlation is 0.54 [1][2]. On governance alone it drops to 0.30 [2].

  • 0.92Correlation between Moody's and S&P credit ratings [1]
  • 0.54Average correlation between ESG rating providers [1][2]
  • 0.30Average correlation on governance alone [2]

The usual explanation is that sustainability is harder to measure than default risk. That is true, but it hides the more useful point. Credit raters are all estimating the same thing. Sustainability raters are each estimating something different, and calling it by the same name.

Where the disagreement comes from

A 2022 paper in the Review of Finance is the most influential study of this question [2]. It took ratings for 924 companies from six providers, mapped every underlying indicator to a common set of 64 categories, and worked out why the scores differ.

It found three sources of disagreement:

  • Measurement56%
    Two providers look at the same issue, such as labour practices, and measure it with different indicators. One looks at workforce turnover. Another counts labour cases brought against the firm.
  • Scope38%
    The providers look at different issues in the first place. One includes lobbying. Another leaves it out.
  • Weights6%
    The providers look at the same issues, measure them the same way, and give them different importance.

That last number matters most to anyone who buys ratings. The common way to make a vendor rating "your own" is to take the pillar scores and re-weight them. More climate, less governance, a tilt toward what your clients care about.

But in the study, weighting explained only 6% of the disagreement between ratings. Measurement and scope explained the other 94%. Re-weighting will change your score. It does not change what the vendor chose to look at or how the vendor measured it.

Re-weighting will change your score. It does not change what the vendor chose to look at or how the vendor measured it.

More disclosure alone will not fix it

The hopeful view is that common reporting standards will bring ratings closer together by giving providers more comparable inputs.

The evidence is less encouraging. A 2022 study in The Accounting Review found that when companies disclose more, raters disagree more [3]. After countries and stock exchanges made ESG disclosure mandatory, the affected companies disclosed more and raters disagreed more about them. The effect is strongest for outcomes, such as injury rates, rather than for inputs, such as whether a policy exists.

The study's explanation is simple. Disclosure gives raters more material to interpret, and interpretation is where they differ. A number in a report still needs someone to decide whether it is good, compared with what, and how much it counts. Comparable inputs can help, but they do not remove differences in scope, measurement and judgement.

The accountability now sits with you

As sustainability ratings become more embedded in investment decisions, this is no longer just an academic question. Regulators are introducing rules for rating providers and sustainability claims, while institutions still need to explain the judgements behind their own decisions.

The EU regulation on rating providers has applied since 2 July 2026 [4]. It puts providers under supervision and makes them disclose their methods, but it does not set one method that all of them must follow. Recital 25 of the regulation also says that financial institutions should bear responsibility when greenwashing accusations are made about their products [4].

In Canada, the Competition Act still requires adequate and proper substantiation for certain environmental claims about a business. Amendments in March 2026 removed one specific requirement: that the substantiation follow an internationally recognized methodology [5]. The duty to substantiate remains, so the claimant still has to be able to support the claim. In the UK, the FCA's anti-greenwashing rule has required FCA-authorised firms' sustainability claims about their products and services to be fair, clear and not misleading since 31 May 2024 [6].

So picture the investment committee, the client or the supervisor asking why a holding meets your sustainability criteria. "Our vendor scored it BBB" is a thin answer when the method is proprietary and a second vendor scored the same company differently.

Whose judgement is inside the number?

Every rating contains a set of judgements: what matters, how to measure it, and what counts as good. Those judgements cannot be removed. Someone always makes them.

The question for an investor, a bank or a public body is whether those judgements are yours, and whether you can show your work. In practice that means four things:

  1. You choose the criteria. They follow from your mandate, your view of what is material and what you have promised clients.
  2. You choose how each one is measured. Measurement was the largest source of disagreement in the study, and re-weighting does not touch it.
  3. Every score traces back to evidence. A reviewer can go from the number to the page of the document that supports it.
  4. The method is versioned. You can reproduce the score you relied on two years ago, under the method you used then.

This does not mean throwing vendor ratings away. They are useful inputs and useful benchmarks. When your view differs from the market's, you want to know, and you want to be able to explain why.

It does mean the decision should rest on a method you own. In a 2021 study of the 50 largest asset managers, 30 had already built their own ratings [7]. What has changed is that AI can now help read the documents and pull out the evidence, with people reviewing the results, at a scale that used to need a large research team. That can put an owned method within reach of institutions that could never have staffed one.

This is the problem we work on at Lucid Axon. Whatever tool you use, the test is the same: for any score you rely on, can you say whose judgement it reflects and where the evidence is?

  1. [1]MIT Sloan, The Aggregate Confusion Project. Source of the 0.54 average correlation and the 0.92 credit rating comparison.
  2. [2]Aggregate Confusion: The Divergence of ESG Ratings, Review of Finance 26(6), 2022. Source of the 56 / 38 / 6 split and the sample of 924 companies and six providers.
  3. [3]Why is Corporate Virtue in the Eye of the Beholder? The Case of ESG Ratings, The Accounting Review 97(1), 2022.
  4. [4]Regulation (EU) 2024/3005 on ESG rating activities, Recitals 25 and 36 and the 2 July 2026 application date.
  5. [5]Competition Bureau Canada, Environmental claims and greenwashing. Source for the substantiation requirement and the March 2026 amendment.
  6. [6]Financial Conduct Authority, FG24/3: Finalised guidance on the anti-greenwashing rule. Source for the 31 May 2024 start date.
  7. [7]"The Playing Field", 2021 annual study, as reported by IR Magazine: 30 of the 50 largest asset managers had developed proprietary internal ratings.

Whose judgment is inside your scores?

Send us your methodology and five entities. We’ll run the assessment and show you the results.