Bias Detection and Mitigation in Data Fairness in Algorithms

Through the Instrumented System (IS) NEON deploys automated instruments to collect meteorological, soil, phenological, surface water, and groundwater data at ... Abstract. This paper explores the most common methods of data collection used in qualitative research: interviews and focus groups. The paper examines each ... Data Collection Status. Active. Frequency. Annual. Latest Data Available. 2023 ... methods can be used: (1) generalized variance function (GVF) parameters ... The purpose of this paper is to discuss observation, particularly participant observation, as a tool for collecting data in qualitative research studies. Oct 7, 2024 ... Some of the strategies for collecting data include surveys, observation, interviews, and social media monitoring. Dec 14, 2023 ... With this final rule, the Food and Nutrition Service (FNS) is revising Supplemental Nutrition Assistance Program (SNAP) regulations that cover ... Surveys and Questionnaires: Patient Surveys: Collecting self-reported data from patients to assess their health status, satisfaction with healthcare services, ... Apr 1, 2025 ... Data collection is the process of collecting and evaluating information or data from multiple sources to find answers to research problems. Feb 13, 2025 ... 1. Data-collection methodology: Direct and indirect. Appropriate data collection methodology helps faculty members to answer meaningful assessment questions. Feb 19, 2025 ... In this article, we explain the different data collection types, provide six methods of data collection and share an example of how you can use each.