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ESG Ratings and Their Disagreements

ESG Weight Divergence: How Factor Weights Drive Rating Differences

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How Do Different Factor Weights Affect ESG Ratings?

When ESG rating agencies assign different weights to the same ESG factors — deciding that governance matters more than environment, or that carbon emissions deserve a larger share of the score than labor practices — their final ratings will diverge for any company where the pillar scores themselves differ. Weight divergence is the most intuitive explanation many practitioners offer for why ESG ratings disagree. Interestingly, academic research has found it is actually the smallest contributor to total divergence — accounting for only about 6% of the disagreement among major providers. But weight divergence still matters, particularly at the industry level and for specific company types where pillar scores diverge sharply.

Quick definition: ESG weight divergence refers to differences in how much importance ESG rating agencies assign to individual factors, categories, or pillars in calculating overall scores. A provider that weights governance at 40% will rate companies with governance strengths more favorably than one weighting governance at 15%, even if both providers measure governance identically.

Key takeaways

  • Weight divergence accounts for approximately 6% of total ESG rating divergence — smaller than scope (38%) or measurement (56%) divergence, according to the Berg, Kölbel, and Rigobon decomposition.
  • The most significant weight divergence occurs at the pillar level: different providers assign very different relative importance to E, S, and G.
  • Industry-adjusted weighting — giving greater weight to the ESG pillars most financially relevant for each sector — is common but providers implement it differently, creating weight divergence that varies by sector.
  • A company that excels on governance but underperforms on environment will be rated very differently by providers who weight G heavily versus those who weight E heavily.
  • Weight divergence is more important for specific individual companies than in aggregate — the 6% share is an average; for specific companies with extreme pillar score differences, weight choice can swing the overall rating substantially.

How Pillar Weights Vary Across Providers

While the exact weights used by each major ESG rating provider are proprietary, public information and research have revealed general patterns:

MSCI: Uses industry-adjusted weights with significant variation in pillar emphasis by sector. Financial sector companies receive heavier G weighting; energy sector companies receive heavier E weighting. The weights are dynamic — they shift as MSCI updates industry materiality assessments. MSCI generally emphasizes the financially material key issues for each specific industry over fixed pillar allocations.

Sustainalytics: Weights are embedded in the exposure and management assessment architecture — industries with higher inherent environmental exposure effectively weight E more heavily. The exposure model creates implicit differential pillar weighting by industry without specifying explicit pillar weight percentages.

Refinitiv: Uses industry-specific weights applied to its 10 category scores. Published research indicates that governance categories (Management, Shareholders, CSR strategy) account for approximately 15%–20% of the total score across most industries, environmental categories 20%–30%, and social categories 25%–35%, with industry-specific adjustments.

S&P Global CSA: The questionnaire-based scoring provides explicit question-level weights within each criterion category. Industry-specific questionnaires embed industry materiality through the selection of questions and their assigned weights. The exact weights are disclosed to participating companies but not fully public.

ESG weight divergence illustration

The G-Pillar Weight Debate

Governance weighting is particularly contested. Traditional corporate governance research has long treated governance as the foundational quality that enables environmental and social improvement — the argument being that a well-governed company will manage E and S risks more effectively over time. Under this view, G deserves higher weight because it is a leading indicator for E and S quality.

The counter-argument is that governance describes internal company process while environmental and social factors describe external impact — and that for climate-focused investors, environmental factors (particularly carbon emissions) deserve the highest weight because climate risk is the most systemic long-term financial risk in the portfolio.

Providers with European SRI heritage often weight G strongly; providers with financial-risk orientations often weight E most heavily for environmentally exposed sectors. The difference has real implications: a mining company that scores well on board independence and executive pay but has significant environmental violations will have very different overall scores from providers that weight G highly versus those weighting E highly.

Industry-Level Weight Divergence Effects

Weight divergence has more concentrated effects in specific industries:

Energy sector: Providers that weight environmental factors most heavily in their energy sector assessments will rate traditional oil and gas companies most differently from those that weight governance. A major oil company with excellent board independence but high emissions will score well on a G-heavy assessment but poorly on an E-heavy one.

Banking sector: Governance weighting heavily affects banking sector ESG scores, since banks' direct environmental footprint is relatively small but governance quality (risk management, culture, ethics) is the primary ESG concern. Providers that weight G most heavily in financials produce materially different banking sector ESG rankings than those emphasizing E.

Healthcare sector: Social factors — particularly drug pricing, access to medicines, and patient privacy — are arguably the most material ESG issues for pharmaceutical companies. Providers that weight S heavily in healthcare produce different results from those emphasizing G (which would favor companies with strong board and compensation practices regardless of drug pricing behavior).

Weight Divergence vs. Measurement Divergence in Practice

While weight divergence is a smaller contributor to total divergence (6%), it interacts with measurement divergence in ways that amplify its practical impact:

  • If two providers measure the same environmental factor differently (measurement divergence), that disagreement has more impact when E is weighted 40% than when it is weighted 15%
  • Weight choices determine how much measurement errors in one pillar can affect the overall score
  • For companies with extreme pillar score differences (excellent G, terrible E), weight choices may determine whether the company is classified as a leader or laggard overall

Real-world examples

Unilever governance vs. environment: Unilever has consistently received strong environmental scores (packaging, palm oil sourcing, emissions reduction) alongside more mixed governance scores (board composition concerns, founder-influence governance structure history). The relative ratings from E-weighted vs. G-weighted providers have differed meaningfully as a result.

JPMorgan Chase pillar weighting impact: JPMorgan Chase has strong governance structure metrics (independent board majority, robust audit committee) but significant controversies related to financing of fossil fuel projects (creating environmental concerns). Providers weighting G heavily rate JPMorgan more favorably; those weighting E heavily more negatively. The divergence illustrates how weight choices affect specific large financial institutions' ESG rankings.

Technology sector G-vs-S weighting: Technology companies typically have strong governance metrics (independent boards, institutional ownership) but increasingly face social concerns (labor practices, content moderation, data privacy). Providers weighting G most heavily rate technology companies more favorably than those weighting S, creating different ESG rankings for the sector.

Common mistakes

Assuming the "right" weight allocation exists: There is no objectively correct way to weight E, S, and G relative to each other. Financial-materiality arguments support industry-adjusted weights that reflect where ESG risks are concentrated; impact-materiality arguments support weights that reflect where companies have the greatest societal footprint. Both positions are defensible.

Ignoring the interaction between weights and measurement: Weight divergence effects are amplified by measurement divergence. A measurement error in a high-weight pillar has more impact than the same error in a low-weight pillar. Understanding both dimensions is necessary for a complete picture of why any two ratings diverge.

Treating fixed pillar weights as comparable across sectors: A fixed 33%/33%/33% E/S/G split applied uniformly across all sectors will produce different results from an industry-adjusted approach — favoring sectors where the "average" pillar performance is strong and penalizing sectors where a specific pillar creates particular challenges.

FAQ

Do ESG rating agencies disclose their weights?

Disclosure of weighting schemes varies. SASB publishes its materiality mapping, which implies relative factor importance by industry. S&P Global provides some transparency through its CSA documentation. MSCI and Sustainalytics are more opaque about specific numerical weights, though they describe the general framework for industry-adjusted materiality. Full transparency on weights remains limited across the industry — which is itself a criticism addressed in the ESG rating transparency literature.

Should investors prefer equal-weight pillar ESG scores?

Equal-weight pillar scores (33%/33%/33%) are simple and transparent but may not reflect financial materiality accurately — an equal weight on E for a software company and E for an oil company treats very different risk exposures as equally important. Industry-adjusted weights are more sophisticated but less comparable across sectors. Investors should understand whether their chosen provider uses fixed or adjusted weights and whether that matches their investment thesis.

How should climate-focused investors think about ESG pillar weights?

Climate-focused investors may prefer ESG data products that explicitly overweight carbon-related environmental factors rather than distributing weight equally across E, S, and G. MSCI Climate indexes, TCFD-aligned products, and dedicated carbon data tools are better suited for climate-focused analysis than generic ESG scores with equal or moderate E weighting.

Does weight divergence affect factor-level data?

No — weight divergence affects only how individual factor scores are combined into aggregate pillar and overall scores. Factor-level data (specific carbon intensity, specific board independence percentage, specific injury rate) is unaffected by weighting choices. This is another reason to use factor-level data rather than aggregate scores when possible.

What happens when ESG factors are correlated?

When ESG factors are correlated — for example, if companies with strong governance also tend to have better environmental management — then weight choices matter less for the final ranking than when factors are uncorrelated. High factor correlation makes aggregate scores more robust to weighting assumptions; low factor correlation makes them more sensitive. Research has found that E, S, and G pillar scores have relatively low within-company correlations, meaning weighting choices matter more than in a world where good governance always predicts good environmental performance.

Summary

ESG weight divergence — differences in how much importance providers assign to individual ESG factors and pillars — accounts for approximately 6% of total ESG rating divergence, smaller than scope or measurement divergence. Its impact is most pronounced for companies with extreme pillar score differences (excellent in one area, poor in another) and for sectors where the financially material ESG dimension is contested. Governance versus environmental weighting is the most practically significant pillar weight debate. Industry-adjusted weighting, used by most major providers, reduces but does not eliminate weight divergence because providers implement industry adjustments differently. Factor-level data — looking at individual metrics rather than aggregate scores — is the most reliable way to reduce sensitivity to weight choices.

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The ESG Data Gap Problem