Schneider Electric

SU.PA

Industrial · FR · FY2024 CSRD/ESRS disclosures

6

Total metrics extracted across all ESRS topics

50.3%

Average confidence score across all metrics

1 / 5

Published mart vs review queue (threshold: 0.80)

What does the confidence score mean?

A composite of four internal signals — not a claim of factual correctness. The source citation on every row is the actual verification handle.

1. LLM self-rating

The model rates its own certainty in [0, 1]. Useful but weak alone — models hallucinate confidently.

2. Structural pass

Output parsed into a valid Pydantic ESRSMetric shape. Hard fail → score is 0.

3. Snippet contains value

The verbatim source text we returned literally contains the extracted value. Strong circumstantial evidence; failure halves the score.

4. Language match

Manifest-claimed language matches detected language (cross-check via langdetect — placeholder in v1, always passing).

≥ 0.80 · published mart< 0.80 · human review queue· routing is automatic, never silent

What the score doesn't catch: column-confusion in tables (extracted FY2023 instead of FY2024), unit mistakes (kt read as tonnes), or values picked from chart captions instead of the disclosure proper. The custom dbt test metric_value_in_source_textcatches LLM normalisations (e.g. “129 million” → 129000000) — currently flagging 14 rows in the warehouse for review.

How correctness is actually verified: every row carries (source_page, source_snippet). A human can open the source PDF at the cited page and verify any value in seconds. The 800-datapoint hand-verified gold-set (see README, planned v1.1) is what would let us claim a percentage accuracy — until then, treat published-mart values as system-validated, not human-validated.

E1 — Climate change

2 metrics

Metric	Value	Confidence	Model	Source
Climate transition plan disclosed E1-1	Yes	41.0%	claude	p.47 Schneider Electric was one of the first companies to have its Net-Zero targets validated by the most recent SBTi "Corporate Net-Zero Standard" in August 2022. The Group is committed to be "Net-Zero Ready" in its operations and to reduce its scope 3 emissions by 25% by 2030, and to be Net-Zero across its full value chain by 2050.
Net-zero target year E1-2	2 050 year	95.0%	claude	p.9 Commit to a Net-zero CO value chain by 2050.

E2 — Pollution

1 metric

Metric	Value	Confidence	Model	Source
Use of substances of concern E2-5	Disclosed qualitatively; no quantitative figure provided due to data limitations	17.5%	claude	p.126 On substances of concern and very high concern (SoC and SVHC), data availability is restricted by the reliance on suppliers' declarations and voluntary Full Material Disclosures (FMDs), which are not always comprehensive. Additionally, assumptions are made regarding average percentages and quantities due to incomplete data.

E3 — Water and marine resources

1 metric

Metric	Value	Confidence	Model	Source
Water withdrawal in water-stressed areas E3-4	90 %	55.0%	claude	p.75 deploy a water conservation strategy and related action plan at 100% of its sites in water-stressed areas by 2025 (SSE #11). In 2024, 85% of sites have put biodiversity programs in place (vs. 66% in 2023), and 90% of sites in scope have adopted and implemented water conservation action plans (vs. 73% in 2023).

S1 — Own workforce

1 metric

Metric	Value	Confidence	Model	Source
Total employees (headcount) S1-6	177 000 count	45.0%	claude	p.6 Employees 177k Total employees by geography in 2024(1) 12% 37% Asia Pacific 26% Western Europe North America Rest of the World 25% (1) The total average workforce includes non-employee interim workers.

G1 — Business conduct

1 metric

Metric	Value	Confidence	Model	Source
Business-conduct policy disclosed G1-1	Yes	48.5%	claude	p.105 The Trust Charter (available in more than 30 languages on Schneider Electric's website), acts as the Group's Code of Conduct and demonstrates the Group's commitment to ethics, safety, sustainability, quality, and cybersecurity.