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领域调查方法论调查方法论
方法族Process / pipelineProcess / pipeline
起源年份1990s–2000s (formalized with proliferation of digital sensing technologies)2000s–2010s (formalized as a research method)
提出者General research methods practice; sensor pilot testing codified through IoT and environmental monitoring literatureEmerged from computational social science and web 2.0 platform practices
类型Data collection procedure with pre-deployment validation phaseDigital data collection technique
开创性文献Creswell, J. W., & Creswell, J. D. (2018). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (5th ed.). Sage Publications. ISBN: 978-1506386706Salganik, M. J. (2018). Bit by Bit: Social Research in the Digital Age. Princeton University Press. ISBN: 9780691158648
别名sensor pilot study, sensor pre-deployment testing, instrument validation with sensors, sensor calibration pilotAPI data harvesting, API-driven data collection, programmatic data retrieval, API research data collection
相关65
摘要Pilot-tested sensor data collection is a structured data gathering approach in which sensor instruments — hardware or software-based devices that measure physical, environmental, physiological, or behavioral signals — are deployed in a small-scale trial before the main study. The pilot phase verifies sensor accuracy, communication reliability, data format consistency, and placement adequacy, allowing researchers to identify and correct technical problems before full-scale data collection begins.API-based data collection is a systematic technique in which a researcher sends structured requests to an application programming interface to retrieve data automatically from digital platforms, databases, or services. It is the primary method used in computational social science to gather large-scale social media records, government open data, financial data streams, and scientific repository content in machine-readable formats such as JSON or XML, enabling reproducible and scalable data acquisition that manual collection cannot match.
ScholarGate数据集
  1. v1
  2. 2 来源
  3. PUBLISHED
  1. v1
  2. 2 来源
  3. PUBLISHED

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ScholarGate方法对比: Pilot-tested Sensor Data Collection · API-based Data Collection. 于 2026-06-15 检索自 https://scholargate.app/zh/compare