How Does Temperature Influence Electricity Consumption?
How this study was produced: every step of the run with the file it wrote, and everything the run used, pinned to the exact version. The address of this page is derived from its content: if anything below changed, the address would change.
Dossiersha256:edd09ead92e9d8dd734fa9964a1dc11fe19bd737ca50826ab46d82d5d73806b0
Paper, data and code of the study
- PaperNot public.
- DataNot public.
- CodeNot public.
Run settings
- e2er
- version 0.20.0 · code at
- Template
- empirical · single pass
- Governance
- full
- AI backend
- claude_code
- Models
- claude_code/haiku
- Exported
- 20261102
- Sessions
- one session · listed with the workflow
- Outcome
- Completed · 2026-11-02 18:10 UTCe2er's internal quality review: 4.9 of 10
- e2er code
- no local changes at run time
Input data
SHA-256 of the data files, as recorded in the study's provenance.
- ·data/data_summary.md a6b492799998
Data used
This version does not record its data sources.
References (13)
The works the paper cites, as the dossier records them: 0 from the authors' papers, 13 found on the web by the literature search.
13 references· 0 from the authors' papers, 13 found on the web
- What is the effect of weather on household electricity consumption? Empirical evidence from Ireland (2022) found on the web · doi:10.1016/j.eneco.2022.106023
- Determinants of the Household Electricity Consumption: A Case Study of Delhi (2014) found on the web
- Temperature Effects on Electricity and Gas Consumption: Empirical Evidence from Mexico and Projections under Future Climate Conditions (2020) found on the web · doi:10.3390/su13010305
- Relations of Total Electricity Consumption to Climate Change in Nanjing (2018) found on the web · doi:10.1016/j.egypro.2018.09.241
- Ambient air pollution and meteorological factors escalate electricity consumption (2021) found on the web · doi:10.1016/j.scitotenv.2021.148841
- Climate Adaptive Response Estimation: Short and long run impacts of climate change on residential electricity and natural gas consumption (2022) found on the web · doi:10.1016/j.jeem.2022.102669
- Air conditioning and electricity expenditure: The role of climate in temperate countries (2020) found on the web · doi:10.1016/j.econmod.2020.05.001
- Decomposing supply-side and demand-side impacts of climate change on the US electricity system through 2050 (2020) found on the web · doi:10.1007/s10584-019-02506-6
- Adaptation to Climate Change (2017) found on the web · doi:10.1146/annurev-resource-100516-033554
- Residential Consumption of Gas and Electricity in the US: The Role of Prices and Income (2011) found on the web · doi:10.1016/j.eneco.2011.01.015
- Modelling the load curve of aggregate electricity consumption using principal components (2005) found on the web · doi:10.1016/j.envsoft.2004.09.019
- A deep LSTM network for the Spanish electricity consumption forecasting (2022) found on the web · doi:10.1007/s00521-021-06773-2
- Stacking Ensemble Learning for Short-Term Electricity Consumption Forecasting (2018) found on the web · doi:10.3390/en11040949
e2er's internal quality review
Six reviewer specialists each score the draft from one angle, on a scale of 0 to 10. The score in the middle is the mechanism reviewer's score: a mechanism score below 5 is the run's score whatever the others are. The reviewers scored the draft 2 times; this is the last score.
4.9 of 10
| Reviewer | Score | Weight |
|---|---|---|
| identification | 5.0 | 1.5 |
| literature | 4.5 | 1 |
| mechanism | 4.9 | 1 |
| technical | 6.0 | 1.5 |
| writing | 6.0 | 0.75 |
No score from: data reviewer.
Workflow (30 steps)
The run in order, from the run's own record. The run was carried out in one session. How to read it
A session is one e2er process, from a start or a resume to the next stop, and each session names the e2er version and commit its steps ran on. Each specialist step shows the model, the file it wrote and the file's hash value (SHA-256). Where the run did not record the hash value, the step says so: the last step that wrote a file shows the hash value of the file at export, and earlier steps that wrote the same file are marked as superseded. Checks that stopped a step are listed where they happened: 4 here. Stops, pauses and failures of the run are marked with a ring, at their time.
4 researcher decisions and stops · 0 actions · 4 stops · 0 approved deviations · 0 failures
Session 1 of 1 2026-11-02 17:47–18:10 UTC · e2er 0.20.0 · 30 steps · literature scanner, idea developer, theory specialist and 10 more · 4 checks failed · Run: attempt usage
- Run: backend identity · 17:47
Initial 6 steps · literature scanner, idea developer, theory specialist and 1 more · 17:47–17:56 · 1 check failed · Run: attempt usage
- literature scanner · haiku · 17:47–17:48 design/literature_review.md 9dc3c3adcfa3
- Run: attempt usage · 17:48
- idea developer · haiku · 17:47–17:48 design/paper_plan.md e2d4a85b384c
- Run: attempt usage · 17:48
- theory specialist · haiku · 17:48–17:53 design/model_spec.md 6dce85bc763a
- Run: attempt usage · 17:53
- Check: contracts failed, step stopped and ran again
What the check found
paper_draft.tex: 3 construction(s) the researcher does not accept in a paper: "Against this background" in: Against this background, our analysis makes three contributions. (pivot to the contribution directly (for instance: To keep these quantities apart, we propose ...)); "rather than" in: First, it derives the temperature response of electricity demand from explicit household optimization, which yields a closed-form demand function with a dead zone and two kinks rather than a reduced-form linear or log-linear fit. (state the positive claim and stop); "rather than" in: The long-run analysis requires a second-order condition on the choice of capital, and we state it as an assumption rather than a consequence of the static model. (state the positive claim and stop). Rewrite each of these sentences without the construction; keep its content - paper drafter · haiku · 17:53–17:55 paper/paper.tex 8c837188b1dfresults/table_spec.json 7fd1f947070b
- Run: attempt usage · 17:55
- paper drafter · haiku · 17:55–17:56 paper/paper.tex b2a813fef6adresults/table_spec.json 7fd1f947070b (unchanged by this step)
- Run: attempt usage · 17:56
Review 7 steps · literature reviewer, mechanism reviewer, technical reviewer and 2 more · 17:56–18:00 · Run: abstract findings
- Check: numbers passed
- Check: citations passed
- literature reviewer · haiku · 17:56–17:57 reviews/review_literature.md 36b75a9a2a9f
- Run: attempt usage · 17:57
- mechanism reviewer · haiku · 17:56–17:58 reviews/review_mechanism.md 534ed7ddf336
- Run: attempt usage · 17:58
- technical reviewer · haiku · 17:56–17:59 reviews/review_technical.md 8304f14fca2b
- Run: attempt usage · 17:59
- writing reviewer · haiku · 17:57–18:00 reviews/review_writing.md 8ef12fc7e563
- Run: attempt usage · 18:00
- identification reviewer · haiku · 17:58–18:00 reviews/review_identification.md e1a1f00bd40b
- Run: attempt usage · 18:00
- Run: abstract findings · 18:00
Revision 15 steps · data analyst, econometrics specialist, section writer and 5 more · 18:00–18:10 · 3 checks failed · Run: abstract findings
- Check: contracts failed, step stopped and ran again summary_statistics.json: empty JSON ('{}')
- data analyst · haiku · 18:00–18:01 data/data_summary.md 2eaa1aa74287results/summary_statistics.json ca3d163bab05results/figure_spec.json f35fcfc3da53
- Run: attempt usage · 18:01
- data analyst · haiku · 18:01–18:01 data/data_summary.md a6b492799998results/summary_statistics.json 29c054974880results/figure_spec.json f35fcfc3da53 (unchanged by this step)
- Run: attempt usage · 18:01
- Check: contracts failed, step stopped and ran again estimation_results.json: empty JSON ('{}')
- econometrics specialist · haiku · 18:01–18:02 design/econometric_spec.md c3e1de338ebaresults/estimation_results.json ca3d163bab05
- Run: attempt usage · 18:02
- econometrics specialist · haiku · 18:02–18:03 design/econometric_spec.md b90054e36d55results/estimation_results.json cb086af51c0b
- Run: attempt usage · 18:03
- Check: contracts failed, step stopped
What the check found
paper_draft.tex: 1 construction(s) the researcher does not accept in a paper: "rather than" in: A block tariff has a kink at each block boundary, and its switch-on threshold is set by the first-block price rather than by a smooth marginal price. (state the positive claim and stop). Rewrite each of these sentences without the construction; keep its content - section writer · haiku · 18:03–18:06 paper/paper.tex a70eff620316
- Check: numbers passed
- Run: attempt usage · 18:06
- Check: citations passed
- literature reviewer · haiku · 18:06–18:07 reviews/review_literature.md 4c9a0743d0f6
- Run: attempt usage · 18:07
- technical reviewer · haiku · 18:06–18:08 reviews/review_technical.md 3e26bd8f26c4
- Run: attempt usage · 18:08
- mechanism reviewer · haiku · 18:06–18:08 reviews/review_mechanism.md 105d993af9ca
- Run: attempt usage · 18:08
- writing reviewer · haiku · 18:07–18:09 reviews/review_writing.md 2143bb5015a9
- Run: attempt usage · 18:09
- identification reviewer · haiku · 18:08–18:10 reviews/review_identification.md c471b28480fd
- Run: attempt usage · 18:10
- Run: abstract findings · 18:10
Abstract 2 steps · abstract writer · 18:10–18:10 · Run: attempt usage
- abstract writer · haiku · 18:10–18:10 paper/abstract.tex 8d9289151d3c
- Check: abstract passed
- Run: attempt usage · 18:10
The run ended: completed · 2026-11-02 18:10 UTC
What it was built with (64)
Each part with its authors and the version used. e2er parts are pinned by git's content hash of their file at the commit above; follow a link to read that exact version.
Templates (1)
· by e2er authors
| Template | By | Pinned version |
|---|---|---|
| empirical | e2er authors | unresolved: the run recorded no E2ER commit |
Specialists (13)
· by e2er authors
| Specialist | By | Pinned version |
|---|---|---|
| abstract_writer | e2er authors | unresolved: the run recorded no E2ER commit |
| data_analyst | e2er authors | unresolved: the run recorded no E2ER commit |
| econometrics_specialist | e2er authors | unresolved: the run recorded no E2ER commit |
| idea_developer | e2er authors | unresolved: the run recorded no E2ER commit |
| identification_reviewer | e2er authors | unresolved: the run recorded no E2ER commit |
| literature_reviewer | e2er authors | unresolved: the run recorded no E2ER commit |
| literature_scanner | e2er authors | unresolved: the run recorded no E2ER commit |
| mechanism_reviewer | e2er authors | unresolved: the run recorded no E2ER commit |
| paper_drafter | e2er authors | unresolved: the run recorded no E2ER commit |
| section_writer | e2er authors | unresolved: the run recorded no E2ER commit |
| technical_reviewer | e2er authors | unresolved: the run recorded no E2ER commit |
| theory_specialist | e2er authors | unresolved: the run recorded no E2ER commit |
| writing_reviewer | e2er authors | unresolved: the run recorded no E2ER commit |
Skills (49)
· by e2er authors
| Skill | By | Pinned version |
|---|---|---|
| economist | e2er authors | unresolved: the run recorded no E2ER commit |
| researcher | e2er authors | unresolved: the run recorded no E2ER commit |
| sensitivity | e2er authors | unresolved: the run recorded no E2ER commit |
| allium-cli | e2er authors | unresolved: the run recorded no E2ER commit |
| allium-developer-api | e2er authors | unresolved: the run recorded no E2ER commit |
| cleaning | e2er authors | unresolved: the run recorded no E2ER commit |
| data-tables | e2er authors | unresolved: the run recorded no E2ER commit |
| eurostat | e2er authors | unresolved: the run recorded no E2ER commit |
| exoplanets | e2er authors | unresolved: the run recorded no E2ER commit |
| figure-spec | e2er authors | unresolved: the run recorded no E2ER commit |
| fred | e2er authors | unresolved: the run recorded no E2ER commit |
| gaia | e2er authors | unresolved: the run recorded no E2ER commit |
| gisco | e2er authors | unresolved: the run recorded no E2ER commit |
| github | e2er authors | unresolved: the run recorded no E2ER commit |
| gmd | e2er authors | unresolved: the run recorded no E2ER commit |
| gutenberg | e2er authors | unresolved: the run recorded no E2ER commit |
| nasa_power | e2er authors | unresolved: the run recorded no E2ER commit |
| naturalearth | e2er authors | unresolved: the run recorded no E2ER commit |
| noaa | e2er authors | unresolved: the run recorded no E2ER commit |
| owid | e2er authors | unresolved: the run recorded no E2ER commit |
| query-data | e2er authors | unresolved: the run recorded no E2ER commit |
| summary-statistics-schema | e2er authors | unresolved: the run recorded no E2ER commit |
| table-spec | e2er authors | unresolved: the run recorded no E2ER commit |
| usgs | e2er authors | unresolved: the run recorded no E2ER commit |
| who_gho | e2er authors | unresolved: the run recorded no E2ER commit |
| worldbank | e2er authors | unresolved: the run recorded no E2ER commit |
| yfinance | e2er authors | unresolved: the run recorded no E2ER commit |
| did | e2er authors | unresolved: the run recorded no E2ER commit |
| estimation-results-schema | e2er authors | unresolved: the run recorded no E2ER commit |
| event-study | e2er authors | unresolved: the run recorded no E2ER commit |
| iv-estimation | e2er authors | unresolved: the run recorded no E2ER commit |
| panel-data | e2er authors | unresolved: the run recorded no E2ER commit |
| proof-strategies | e2er authors | unresolved: the run recorded no E2ER commit |
| asset-pricing | e2er authors | unresolved: the run recorded no E2ER commit |
| game-theory | e2er authors | unresolved: the run recorded no E2ER commit |
| market-microstructure | e2er authors | unresolved: the run recorded no E2ER commit |
| anti-slop | e2er authors | unresolved: the run recorded no E2ER commit |
| creative-ideation | e2er authors | unresolved: the run recorded no E2ER commit |
| identification | e2er authors | unresolved: the run recorded no E2ER commit |
| novelty | e2er authors | unresolved: the run recorded no E2ER commit |
| consistency-check | e2er authors | unresolved: the run recorded no E2ER commit |
| referee-simulation | e2er authors | unresolved: the run recorded no E2ER commit |
| technical-review | e2er authors | unresolved: the run recorded no E2ER commit |
| writing-quality | e2er authors | unresolved: the run recorded no E2ER commit |
| context-builder | e2er authors | unresolved: the run recorded no E2ER commit |
| abstract | e2er authors | unresolved: the run recorded no E2ER commit |
| cite-numbers-by-source | e2er authors | unresolved: the run recorded no E2ER commit |
| paper-structure | e2er authors | unresolved: the run recorded no E2ER commit |
| personal-style | e2er authors | unresolved: the run recorded no E2ER commit |
Connectors (1)
· by e2er authors
| Connector | By | Pinned version |
|---|---|---|
| claude-code | e2er authors | unresolved: the run recorded no E2ER commit |
Cite e2er with this dossier
A paper produced with e2er gives one reference for e2er: this dossier. It credits everyone listed above.
@misc{e2er-edd09ead92e9d8dd,
title = {e2er dossier for "How Does Temperature Influence Electricity Consumption?"},
author = {{e2er}},
year = {2026},
howpublished = {\url{https://e2er.org/d/edd09ead92e9d8dd}},
note = {Workflow, templates, specialists, skills, connectors and models used, pinned by content hash. Dossier sha256:edd09ead92e9d8dd734fa9964a1dc11fe19bd737ca50826ab46d82d5d73806b0}
}