Datasets:

climate-adaptation
/

firm-level-adaptation-data

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./Form 10-K/01_filings/2003/18568/2003-03-11_10-K_l97984ae10vk.htm	18,568	2,003	2003-03-11	562	11,190	0	0	0	0	0	0	0	0	0	0	0	0	0
./Form 10-K/01_filings/2003/18808/2003-03-19_10-K_fnl10k.htm	18,808	2,003	2003-03-19	1,396	45,260	2.86533	1.432665	0	0	0	0.716332	6.446991	0	0	0	0	0	0
./Form 10-K/01_filings/2003/18937/2003-03-31_10-K_d10k.htm	18,937	2,003	2003-03-31	797	30,829	0	0	0	0	0	0	1.254705	0	0	0	0	0	0
./Form 10-K/01_filings/2003/19002/2003-01-29_10-K_v87242e10vk.htm	19,002	2,003	2003-01-29	189	7,495	0	0	0	0	0	0	0	0	0	0	0	0	0
./Form 10-K/01_filings/2003/19149/2003-01-24_10-K_w82774e10vk.htm	19,149	2,003	2003-01-24	213	5,455	0	0	0	0	0	0	0	0	0	0	0	0	0
./Form 10-K/01_filings/2003/19161/2003-03-28_10-K_f10k02edgar.htm	19,161	2,003	2003-03-28	717	17,109	1.3947	0	0	0	0	0	2.7894	1.3947	1.3947	0	0	1.3947	1.3947
./Form 10-K/01_filings/2003/19411/2003-01-14_10-K_a2095358z10-k.htm	19,411	2,003	2003-01-14	789	61,716	1.267427	1.267427	0	0	1.267427	0	3.802281	0	0	0	0	0	0
./Form 10-K/01_filings/2003/19411/2003-08-12_10-K_a2116558z10-k.htm	19,411	2,003	2003-08-12	909	75,907	1.10011	1.10011	0	0	1.10011	0	3.30033	0	0	0	0	0	0

End of preview. Expand in Data Studio

This is the (preliminary) dataset for firm-level climate change adaptation.

It contains the following comments:

path: a unique identifier that stores the path of the file that was used to create the scores.
cik: unique firm identifier.
year: year of the report.
date: publishing date of the report.
num_paragraphs: number of paragraphs in the report.
num_words: number of words in the report.
Storm, Flood, Heatwave, Drought, Wildfire, Coldwave: share of paragraphs mentioning extreme weather types, scaled by 1000. Classifier models developed in Schimanski et al. 2026.
phyiscal_risk: share of paragraphs mentioning these physical climate risks, scaled by 1000. Classifier models developed in Koelbel et al. 2022.
adaptation, action, solution, risk_assessment, physical_protection, adaptive_operations, risk_transfer: share of paragraphs mentioning adaptation (sub-)categories, scaled by 1000. See the paper for more details.

If you use the data, cite the paper:

@article{Schimanski26adaptation,
    title={{Firm-level Climate Change Adaptation}},
    author={Tobias Schimanski},
    year={2026},
    journal={Available on SSRN},
}

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