Open research questions in Information Retrieval and Data Mining
86 gap statements mined from Information Retrieval and Data Mining papers in our 4.5M-paper local library, which holds 300 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
The traditional marketing system for agriculture has many limitations for farmers, such as the level of profitability, dependence on intermediaries, and the absence of price transparency. The gaps that were identified in the current systems include centralized control of prices, inaccessibility in rural areas, absence of review mechanisms, and wholesale models rather than direct trade models.
The lack of access to professional mental health services in Indonesia due to a lack of medical personnel, cost, and social stigma. The need for a safe and feasible anonymous psychological first aid instrument for the general public.
Pengembangan Chatbot Konsultasi Kesehatan Mental di Indonesia Berbasis Model Generative AI Gemini · 2026 · DOIThe study suggests directions for future investigation to address methodological and contextual limitations. Future research can focus on improving the application's functionality and usability.
Smartphone-Based Order Recording Application for Non-Technical Users: A Local Network Solution · 2026 · DOIFuture research is recommended to examine the long-term impact of digital service adoption and technological literacy on public service effectiveness and user satisfaction in SAMSAT institutions.
Effectiveness of the Kuningan Samsat Service: Responding to the Challenges of Productivity and Public Satisfaction · 2026 · DOIFuture research can focus on developing training programs for SAP users. Future research can focus on improving the design and implementation of SAP systems.
User Satisfaction Evaluation as an Effort to Improve Performance in the Use of the System Application and Product (SAP) Application at PT KAI (PERSERO) Daop 8 Surabaya · 2026 · DOIFurther research can be conducted to improve the application and increase its feasibility score. The application can be tested with a larger number of respondents.
Rancang Bangun Aplikasi Pemesanan Paket Internet Berbasis Web Menggunakan Framework Laravel · 2026 · DOIMost ISPs still rely on conventional ordering processes that are prone to human error and lack of information transparency. There is a need for a web-based internet package ordering application that integrates automatic notifications.
Rancang Bangun Aplikasi Pemesanan Paket Internet Berbasis Web Menggunakan Framework Laravel · 2026 · DOIThe study identifies challenges such as lack of transparent information and complicated processes on the service booking platform. The study identifies challenges such as difficulty finding information and making reservations.
PERANCANGAN UI/UX WEBSITE FURLOVE UNTUK MENGOPTIMALKAN KEMUDAHAN PEMESANAN JASA PERAWATAN HEWAN PELIHARAAN · 2026 · DOIThe study identifies a need for a more efficient and user-friendly website for booking pet care services.
PERANCANGAN UI/UX WEBSITE FURLOVE UNTUK MENGOPTIMALKAN KEMUDAHAN PEMESANAN JASA PERAWATAN HEWAN PELIHARAAN · 2026 · DOIThe application has been operational for only six months. There are still some improvements that need to be made by the Logistics Transportation Monitoring system, such as the lack of up-to-date information in the application.
Evaluation of the Net Benefits of Using a Logistics Transportation Monitoring Application for PT. XYZ · 2026 · DOIThere is a lack of research on the evaluation of logistics transportation monitoring applications. There is a need to identify the factors influencing application use, user satisfaction, and net benefits.
Evaluation of the Net Benefits of Using a Logistics Transportation Monitoring Application for PT. XYZ · 2026 · DOIThe lack of a digital solution for managing correspondence at the District Office of the City. The inefficiencies and potential loss of documents associated with the manual method of managing correspondence.
Pendampingan Sistem Informasi Arsip Surat sebagai Upaya Peningkatan Kinerja Administrasi di Kecamatan Kota Kudus · 2026 · DOIFuture research should investigate the usability of e-voting systems in different contexts. Future research should explore the use of other methods to evaluate the usability of e-voting systems. Future research should examine the impact of usability on the accuracy and transparency of e-voting systems.
Analisis Usability Sistem E-Voting Pemilihan Ketua dan Wakil Ketua OSIS dengan Metode Think Aloud · 2026 · DOIThere is a need to evaluate the usability of e-voting systems in the context of school elections. There is a lack of research on the usability of e-voting systems, particularly in the context of school elections.
Analisis Usability Sistem E-Voting Pemilihan Ketua dan Wakil Ketua OSIS dengan Metode Think Aloud · 2026 · DOIThe lack of effective inventory management systems for small businesses. The need for a system that can provide real-time stock monitoring and automated notifications.
Design and Development of an Inventory Management System at Toko Rizky Grosir Using the SDLC Method · 2026 · DOIThe lack of a structured guide for administrative services at the foundation. The need for a reference for psychology assistants in understanding workflows and administrative procedures.
Development and Initial Evaluation of an Administrative Service Handbook for Psychology Assistants at Yayasan Sinar Talenta · 2026 · DOIThe lack of a digital solution for substance abuse screening in the BNN. The need for an information system to support the BNN in preventing and combating drug abuse.
Skrining Assist Information System v3.1 at the National Narcotics Agency of Sidoarjo Regency · 2026 · DOIThe lack of a digital system for managing and disseminating products and services. The absence of a web portal for early diabetes detection and integrated information services.
Many helpdesk systems still have issues with their UI/UX design. There is a need to improve the efficiency, effectiveness, and user experience of helpdesk systems.
Dari Tiket ke Solusi: Transformasi UI/UX dalam Sistem Helpdesk Menggunakan Metode Double Diamond · 2026 · DOIFuture improvements like mobile apps, online payment systems, and cloud deployment are made possible by the layered architecture. The system's modular design and layered architecture make future expansion simple.
The integration of fintech, property, and AI-based location analysis in a single mobile platform has rarely been comprehensively studied.
Perancangan Aplikasi FinTech Locavest sebagai Sistem Pendukung Keputusan Analisis Kelayakan Lokasi Usaha Menggunakan Metode Design Thinking · 2026 · DOILimited digital literacy among MSME owners. Operational inefficiency and high costs associated with manual paper-based order recording systems.
Smartphone-Based Order Recording Application for Non-Technical Users: A Local Network Solution · 2026 · DOIThe development of information technology provides a great opportunity for business actors to improve service quality, operational efficiency, and expand marketing reach through the use of e-commerce platforms.
Rancang Bangun Aplikasi E-Commerce Bakso Koko Berbasis Android dengan Integrasi Payment Gateway Menggunakan Metode Waterfall · 2026 · DOIThe syllabus management process in homeschooling is still conducted manually. The manual process results in difficulties in document archiving and suboptimal coordination between teachers and principals.
Proses pencarian informasi koleksi buku masih sering menghadapi berbagai kendala, terutama dalam hal aksesibilitas dan kecepatan layanan. Pengguna sering mengalami kesulitan dalam mengetahui ketersediaan buku.
Pengembangan Chatbot Perpustakaan Berbasis Retrieval-Augmented Generation (RAG) pada Telegram · 2026 · DOI
Most-cited papers in Information Retrieval and Data Mining
- Evolution of mobile location-based services · Communications of the ACM · 2003 · 282 citations
- The Impact of Information Technology on Future Management of Lodging Operations: A Delphi Study to Predict Key Technological Events in 2007 and 2027 · Tourism and Hospitality Research · 2005 · 63 citations
- Overview of the innovative process and the user · Interchange · 1972 · 61 citations
- AN INTEGRATED FUZZY AHP AND ARAS MODEL TO EVALUATE MOBILE BANKING SERVICES · Technological and Economic Development of Economy · 2017 · 61 citations
- Implementation and evaluation of mobile e-books in a cloud bookcase using the information system success model · Library Hi Tech · 2016 · 46 citations
- Usability study of the mobile library App: an example from Chongqing University · Library Hi Tech · 2015 · 36 citations
- Design and performance evaluation of mobile web services in libraries · The Electronic Library · 2012 · 32 citations
- News aggregator services: user expectations and experience · Online Information Review · 2006 · 24 citations
- Heuristic Evaluation of Three Jordanian University Websites · Informatics in Education · 2013 · 23 citations
- The unpromising quality and evolution of Spanish public hospital web sites · Online Information Review · 2011 · 22 citations
Most recent work
- Farm2Home - Digital Marketplace for Agricultural Products · International Journal for Research in Applied Science and Engineering Technology · 2026
- Pengembangan Chatbot Perpustakaan Berbasis Retrieval-Augmented Generation (RAG) pada Telegram · INTECH · 2026
- Pengembangan Chatbot Konsultasi Kesehatan Mental di Indonesia Berbasis Model Generative AI Gemini · Jurnal Teknologi dan Sains Modern · 2026
- Perancangan Aplikasi FinTech Locavest sebagai Sistem Pendukung Keputusan Analisis Kelayakan Lokasi Usaha Menggunakan Metode Design Thinking · JTIM Jurnal Teknologi Informasi dan Multimedia · 2026
- ANALISIS PENGEMBANGAN SISTEM ANTRIAN ONLINE BERBASIS WEB UNTUK MENINGKATKAN EFISIENSI PELAYANAN DENGAN WEBTREE PADA KLINIK KECANTIKAN · Jurnal Riset Teknik Komputer · 2026
- Analisis dan Perancangan UI/UX pada Website E-Campuz Umnu Kebumen Menggunakan Metode User Centered Design (UCD) · JURNAL Al-AZHAR INDONESIA SERI SAINS DAN TEKNOLOGI · 2026
- Utilisation of the Mitra Darat application to support smart mobility in Indonesia · HUMAN GEOGRAPHIES – Journal of Studies and Research in Human Geography · 2026
- Smartphone-Based Order Recording Application for Non-Technical Users: A Local Network Solution · Equivalent Jurnal Ilmiah Sosial Teknik · 2026
- Design and Build a Monitoring and Analysis System for Toddler Posyandu Activities at Web-Based Baperkam Sunyaragi · Equivalent Jurnal Ilmiah Sosial Teknik · 2026
- Design Get Up System Information Inventory Goods Based Web Using the Waterfall Method at CV. Tekno Maju Jaya · Journal of Business Social and Technology · 2026
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