Stephanie Eckman
Stephanie Eckman
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data collection
Position: Insights from Survey Methodology can Improve Training Data
Whether future AI models are fair, trustworthy, and aligned with the public’s interests rests in part on our ability to collect …
Stephanie Eckman
,
Barbara Plank
,
Frauke Kreuter
PDF
Project
DOI
The Science of Data Collection: Insights from Surveys can Improve Machine Learning Models
Whether future AI models make the world safer or less safe for humans rests in part on our ability to efficiently collect accurate data …
May 30, 2024 12:00 PM
Stephanie Eckman
Project
Slides
Annotation Sensitivity: Training Data Collection Methods Affect Model Performance
5 minute lightening talk on methods to collect annotations for NLP models
Aug 22, 2023 6:30 PM
Arlington, VA
Stephanie Eckman
Project
Slides
Video
Improving Label Collection Through Social Science Insights
As many in the AI field transition from a model-centric to a data-centric approach, the quality of training data is receiving increased …
May 11, 2022 8:30 AM
Stephanie Eckman
Project
Slides
Video
stephnie
Using Passive Data to Supplement or Replace Survey Data
Dec 1, 2021 10:00 AM
Stephanie Eckman
Project
Slides
stephnie
Comparing Estimates of News Consumption from Survey and Passively Collected Behavioral Data
Surveys are a vital tool for understanding public opinion and knowledge, but they can also yield biased estimates of behavior. Here we …
Tobias Konitzer
,
Jennifer Allen
,
Stephanie Eckman
,
Baird Howland
,
Markus Mobius
,
David Rothschild
,
Duncan Watts
PDF
Project
DOI
Data Quality in Data Science
Data scientists are increasingly turning their attention to the collection of high quality training data. Those of us with expertise in data collection can apply lessons in web survey design to them.
Aug 5, 2021 10:00 AM
Stephanie Eckman
Project
Slides
Video
stephnie
Annotation Sensitivity: Training Data Collection Methods Affect Model Performance
When training data are collected from human annotators, the design of the annotation instrument, the instructions given to annotators, …
Christoph Kern
,
Stephanie Eckman
,
Jacob Beck
,
Rob Chew
,
Bolei Ma
,
Frauke Kreuter
PDF
Project
DOI
Underreporting of Purchases in the U.S. Consumer Expenditure Survey
Motivated misreporting occurs when respondents give incorrect responses to survey questions to shorten the interview; studies have …
Stephanie Eckman
PDF
Project
DOI
Panel Conditioning in the U.S. Consumer Expenditure Survey
The U.S. Consumer Expenditure Interview Survey asks many filter questions to identify the items that households purchase. Each reported …
Stephanie Eckman
,
Ruben Bach
PDF
Project
DOI
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