Essec\Faculty\Model\Contribution {#2233
  #_index: "academ_contributions"
  #_id: "16180"
  #_source: array:26 [
    "id" => "16180"
    "slug" => "16180-noisy-factors-the-retroactive-impact-of-methodological-changes-on-the-fama-french-factors"
    "yearMonth" => "2026-01"
    "year" => "2026"
    "title" => "Noisy Factors? The Retroactive Impact of Methodological Changes on the Fama-French Factors"
    "description" => "AKEY, P., ROBERTSON, A. et SIMUTIN, M. (2026). Noisy Factors? The Retroactive Impact of Methodological Changes on the Fama-French Factors. <i>Review of Finance</i>, In press."
    "authors" => array:3 [
      0 => array:3 [
        "name" => "AKEY Patrick"
        "bid" => "B00827951"
        "slug" => "akey-patrick"
      ]
      1 => array:1 [
        "name" => "ROBERTSON Adriana"
      ]
      2 => array:1 [
        "name" => "SIMUTIN Mikhail"
      ]
    ]
    "ouvrage" => ""
    "keywords" => []
    "updatedAt" => "2026-01-29 11:28:01"
    "publicationUrl" => "https://doi.org/10.1093/rof/rfag002"
    "publicationInfo" => array:3 [
      "pages" => ""
      "volume" => "In press"
      "number" => ""
    ]
    "type" => array:2 [
      "fr" => "Articles"
      "en" => "Journal articles"
    ]
    "support_type" => array:2 [
      "fr" => "Revue scientifique"
      "en" => "Scientific journal"
    ]
    "countries" => array:2 [
      "fr" => null
      "en" => null
    ]
    "abstract" => array:2 [
      "fr" => "The Fama-French factors are ubiquitous in empirical finance. We find that factor returns differ substantially depending on when the data were downloaded. A large portion of these retroactive changes appear to be driven by modifications to the factor construction methodology rather than by revisions to the underlying data. Changes to the factors have large effects in two widely-studied contexts: mutual fund performance and cross-sectional equity pricing. Model evaluation tests suggest that more recent vintages do not perform better."
      "en" => "The Fama-French factors are ubiquitous in empirical finance. We find that factor returns differ substantially depending on when the data were downloaded. A large portion of these retroactive changes appear to be driven by modifications to the factor construction methodology rather than by revisions to the underlying data. Changes to the factors have large effects in two widely-studied contexts: mutual fund performance and cross-sectional equity pricing. Model evaluation tests suggest that more recent vintages do not perform better."
    ]
    "authors_fields" => array:2 [
      "fr" => "Finance"
      "en" => "Finance"
    ]
    "indexedAt" => "2026-01-30T02:21:46.000Z"
    "docTitle" => "Noisy Factors? The Retroactive Impact of Methodological Changes on the Fama-French Factors"
    "docSurtitle" => "Articles"
    "authorNames" => "<a href="/cv/akey-patrick">AKEY Patrick</a>, ROBERTSON Adriana, SIMUTIN Mikhail"
    "docDescription" => "<span class="document-property-authors">AKEY Patrick, ROBERTSON Adriana, SIMUTIN Mikhail</span><br><span class="document-property-authors_fields">Finance</span> | <span class="document-property-year">2026</span>"
    "keywordList" => ""
    "docPreview" => "<b>Noisy Factors? The Retroactive Impact of Methodological Changes on the Fama-French Factors</b><br><span>2026-01 | Articles </span>"
    "docType" => "research"
    "publicationLink" => "<a href="https://doi.org/10.1093/rof/rfag002" target="_blank">Noisy Factors? The Retroactive Impact of Methodological Changes on the Fama-French Factors</a>"
  ]
  +lang: "fr"
  +"_score": 8.796339
  +"_ignored": array:2 [
    0 => "abstract.en.keyword"
    1 => "abstract.fr.keyword"
  ]
  +"parent": null
}