{"id":16326,"date":"2026-08-27T08:18:38","date_gmt":"2026-08-27T06:18:38","guid":{"rendered":"https:\/\/optano.com\/?p=16326"},"modified":"2026-08-27T09:34:04","modified_gmt":"2026-08-27T07:34:04","slug":"lms-for-data-entry-and-data-quality","status":"publish","type":"post","link":"https:\/\/optano.com\/en\/abschlussarbeiten\/llms-fuer-dateneingabe-und-datenqualitaet\/","title":{"rendered":"Bachelor's\/Master's Thesis: LLMs for Data Entry and Data Quality"},"content":{"rendered":"
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Sounds interesting? Here's the specific research question:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Use of LLMs to Support Data Entry, Data Validation, and Data Quality Analysis<\/p>

  • In many optimization and analysis applications, the key bottleneck is not the modeling itself, but rather the structured and high-quality collection of input data.<\/li>
  • LLMs promise to assist in converting unstructured information into structured inputs and in automatically deriving data quality rules; however, their reliability has not yet been adequately evaluated.<\/li>
  • The aim is to examine at which stages of the data entry and data quality process LLMs provide robust added value and what control mechanisms are necessary to ensure this.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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    Here is how we envision this methodology:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    • Development of a prototype that converts unstructured or semi-structured input into data structures relevant to OPTANO and identifies potential quality issues.<\/li>
    • Comparison of various approaches, such as pure extraction, rule-based post-validation, iterative self-checking, or human-in-the-loop.<\/li>
    • Evaluation based on accuracy, completeness, correction effort, processing time, and usefulness in practical workflows<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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      You'll need the following knowledge:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\tStrong knowledge of Python and an interest in data processing<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\tBasic knowledge of data engineering, data quality, or information extraction<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\tInterest in the experimental evaluation of LLM systems<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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        Apply now!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

        Klingt interessant? Das ist die konkrete Forschungsfrage: Einsatz von LLMs zur Unterst\u00fctzung von Dateneingabe, Datenvalidierung und Datenqualit\u00e4tsanalyse In vielen Optimierungs- und Analyseanwendungen ist nicht die Modellierung, sondern bereits die strukturierte und qualitativ hochwertige Erfassung der Eingangsdaten ein zentraler Engpass. LLMs versprechen Unterst\u00fctzung bei der Umwandlung unstrukturierter Informationen in strukturierte Eingaben sowie bei der automatischen Ableitung […]<\/p>\n","protected":false},"author":3,"featured_media":16335,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[194],"tags":[],"class_list":["post-16326","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-abschlussarbeiten"],"acf":[],"_links":{"self":[{"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/posts\/16326","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/comments?post=16326"}],"version-history":[{"count":13,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/posts\/16326\/revisions"}],"predecessor-version":[{"id":16536,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/posts\/16326\/revisions\/16536"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/media\/16335"}],"wp:attachment":[{"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/media?parent=16326"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/categories?post=16326"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/optano.com\/en\/wp-json\/wp\/v2\/tags?post=16326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}