# WP21 — Search strategy (Phase B) Date of searches: 2026-10-20. Period covered: publications dated 1970-01-01 to 2026-10-20. ## Sources actually queried (status recorded in reports/search_audit.md) 1. **OpenAlex** REST API (`api.openalex.org/works`, polite pool with mailto): full-text search (`search=`) and title/abstract search (`title_and_abstract.search=`), 1970–2026, all languages, cursor pagination, up to 10,000 records per query; fields: id, doi, title, authors, year, venue, type, language, abstract (inverted index), concepts/topics, OA status and PDF URL, cited-by count, referenced works (for backward snowballing). 2. **Crossref** REST API (`query.bibliographic`): used for metadata verification of every cited study and for the foundational studies; not used as a primary discovery source because it has no abstracts for most economics journals. 3. **Semantic Scholar** Graph API (`api.semanticscholar.org/graph/v1/paper/search`, no key): keyword searches, used for forward citations of the three foundational studies and of the main competing reviews (citation snowballing). 4. **arXiv** API (`export.arxiv.org/api/query`): econ.EM, econ.GN, cs.LG, cs.CV, stat.AP queries for machine-learning / vision / text valuation papers. 5. **RePEc/IDEAS**, **EconPapers**, **SSRN**, **CORE**, **DOAJ**, **Google Scholar**: IDEAS and CORE have REST endpoints that are attempted; SSRN and Google Scholar have no compliant bulk API and are not scraped (recorded as a coverage limitation). 6. **Backward snowballing**: referenced works of the eligible studies with the highest citation counts and of the foundational reviews; **forward snowballing**: citing works of Sirmans et al. (2005, 2006) and Rosen (1974) via OpenAlex `cites:`. ## Query set (English; translated variants in `scripts/discovery/queries.yaml`) hedonic housing price(s); hedonic property valuation; residential property price determinants; housing characteristics and prices; implicit prices of housing attributes; real estate hedonic regression; spatial hedonic model(s); housing price meta-analysis; automated valuation model(s); text-based real estate valuation; computer vision property valuation; machine learning hedonic pricing; hedonic pricing house(s); house price hedonic; apartment price hedonic; rent hedonic; willingness to pay housing attributes hedonic. Translations: French (prix hédoniques logement / immobilier), Spanish (precios hedónicos vivienda), German (hedonische Preise Wohnimmobilien), Portuguese (preços hedônicos imóveis), Italian (prezzi edonici abitazioni), Chinese (特征价格 住房 / 房价 特征价格模型), Japanese (ヘドニック 住宅価格), Korean (헤도닉 주택가격), Russian (гедонистическая модель цены жилья), Turkish (hedonik fiyat konut), Polish (hedoniczny model cen mieszkań), Dutch (hedonische prijzen woningen). ## Deduplication DOI (lower-cased, normalised); OpenAlex ID; normalised title (ASCII, lower, alphanumerics) + first author surname + year ±1; exact title match across sources; preprint/published pairs linked when titles match and years differ by ≤3. ## Records kept `data/metadata/openalex_records.jsonl` (raw), `data/metadata/records_dedup.parquet` / `.csv`, `data/metadata/search_log.csv` (query, source, date, hits, retrieved), `data/metadata/retrieval_failures.csv`.