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HollerithProfitML: a prototype to support the use and comprehensibility of AI for SMEs

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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    Abstract

    Artificial Intelligence (AI) offers considerable potential for enhancing business value and is applicable across diverse industries and sectors. However, while large corporations and technology firms lead in AI adoption, small and medium-sized enterprises (SMEs) often encounter challenges in leveraging AI technologies. Critical processes, like sales, require data-driven support in evaluating the usability and explainability of analytical models. This would allow SMEs to implement and utilize AI-based systems effectively. To do so, we propose an interactive prototype for AI-based sales forecasting designed to support SMEs in their related business processes by assessing the usability and explainability of machine learning (ML) models. The prototype, implemented as a web application, enables users to upload custom datasets and perform step-by-step sales forecasts using two ML models.
    Original languageEnglish
    Title of host publication2025 International Conference on Software, Knowledge, Information Management & Applications (SKIMA)
    Place of PublicationPiscataway, NJ
    PublisherIEEE
    Number of pages6
    ISBN (Electronic)9781665457347
    ISBN (Print)9781665457354
    DOIs
    Publication statusPublished - 16 Sept 2025
    Event16th International Conference on Software, Knowledge, Information Management & Applications - University of the West of Scoltand, Paisley, United Kingdom
    Duration: 9 Jun 202511 Jun 2025
    https://skimanetwork.org/

    Conference

    Conference16th International Conference on Software, Knowledge, Information Management & Applications
    Abbreviated titleSKIMA 2025
    Country/TerritoryUnited Kingdom
    CityPaisley
    Period9/06/2511/06/25
    Internet address

    Keywords

    • AI adoption
    • prototype
    • explainability
    • comprehensibility
    • XAI

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