Jina Suh

AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker

V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez

CHI 2025 | April 2025

Publication

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work

Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski

IEEE Transactions on Software Engineering | November 2024, Vol 51(2): pp. 344-354

Publication

Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.

Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski

JMIR mental health | September 2024, Vol 11: pp. e48974

DOI Publication Preprint

“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh

ACM Transactions on Interactive Intelligent Systems | August 2024

DOI Publication

Opportunities and risks of large language models in psychiatry

Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus

NPP—Digital Psychiatry and Neuroscience | May 2024

DOI

Rethinking technology innovation for mental health: framework for multi-sectoral collaboration

Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski

Nature Mental Health | May 2024

DOI

DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers

Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh

ACM CHI Conference on Human Factors in Computing Systems | May 2024

PDF

Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Towards Inclusive Futures for Worker Wellbeing

Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided

Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Large Language Models Produce Responses Perceived to be Empathic

Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions

Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski

January 2024

Preprint

Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology

Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh

January 2024

Preprint

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Affective Conversational Agents: Understanding Expectations and Personal Influences

Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski

October 2023

ArXiv

Publication

Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries

Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski

ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023

PDF Project

Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?

Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha

2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023

Publication Project

FoundWright: A System to Help People Re-find Pages from Their Web-history

Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski

May 2023

Publication

Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work

Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023

Publication Project

Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

CHI | April 2023

Publication Project

Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data

Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos

IUI 2023 | March 2023

Publication

Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders

Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh

Proceedings of the ACM on Human-Computer Interaction | March 2023, Vol 7: pp. 1-33

DOI Publication PDF

Disparate Impacts on Online Information Access during the COVID-19 Pandemic

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

Nature Communications | November 2022, Vol 13

Publication Project

Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data

Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022

Publication Project Project

Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing

Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

CHI 2022 | April 2022

Publication PDF Project Project

Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications

Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021

Publication Video

AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations

Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski

CHI 2021 | May 2021

PDF Project

MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings

Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski

CHI 2021 | May 2021

Publication Project Project Project Project

ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support

Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek

IUI | April 2021

Publication

Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

WSDM | March 2021

Preprint Project

Remote Work and Well-being

Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan

August 2020

Publication Project

Understanding and Supporting Knowledge Decomposition for Machine Teaching

Felicia Ng, Jina Suh, Gonzalo Ramos

ACM conference on Designing Interactive Systems (DIS) | July 2020

Publication

Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer

May 2020

Publication Project

Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions

Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff

EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020

Publication Project

Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh

ACM Conference on Supported Cooperative Work and Social Computing | May 2020

Publication Project

Interactive machine teaching: a human-centered approach to building machine-learned models

Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi

Human–Computer Interaction | April 2020

Publication

A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer

Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams

April 2020

Publication Project

Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work

Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski

Intelligent User Interfaces (IUI) | March 2020

PDF Project

Do Machine Teachers Dream of Algorithms?

Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi

December 2019

PDF

AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning

Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard

ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, Vol 10(1)

Publication DOI

Guidelines for Human-AI Interaction

Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz

CHI 2019 | May 2019

CHI 2019 Honorable Mention Award

PDF Video Project Project

Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models

Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos

Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018

Publication

AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration

Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard

IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018

ISBN: 978-1-4503-4945-1

Publication Publication

Machine Teaching: A New Paradigm for Building Machine Learning Systems

Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing

MSR-TR-2017-26 | July 2017

Publication Project

Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers

Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams

IEEE TVCG, VAST | August 2016

Publication Video Project

The Value of Semantic Parse Labeling for Knowledge Base Question Answering

Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016

Publication Publication Download Download

Interactive Semantic Featuring for Text Classification

Patrice Simard, Max Chickering, Jina Suh

Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016

Publication

The Label Complexity of Mixed-Initiative Classifier Training

Jina Suh, Xiaojin Zhu, Saleema Amershi

Proceedings of the 33rd International Conference on Machine Learning | June 2016

Publication Publication Publication

ModelTracker: Redesigning Performance Analysis Tools for Machine Learning

Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh

Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015

Publication Publication Project Project

AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker

V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez

CHI 2025 | April 2025

Publication

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh

ACM Transactions on Interactive Intelligent Systems | August 2024

DOI Publication

Opportunities and risks of large language models in psychiatry

Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus

NPP—Digital Psychiatry and Neuroscience | May 2024

DOI

Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided

Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Large Language Models Produce Responses Perceived to be Empathic

Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions

Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski

January 2024

Preprint

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Affective Conversational Agents: Understanding Expectations and Personal Influences

Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski

October 2023

ArXiv

Publication

Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries

Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski

ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023

PDF Project

Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?

Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha

2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023

Publication Project

FoundWright: A System to Help People Re-find Pages from Their Web-history

Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski

May 2023

Publication

Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data

Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos

IUI 2023 | March 2023

Publication

Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data

Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022

Publication Project Project

Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing

Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

CHI 2022 | April 2022

Publication PDF Project Project

Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications

Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021

Publication Video

ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support

Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek

IUI | April 2021

Publication

Understanding and Supporting Knowledge Decomposition for Machine Teaching

Felicia Ng, Jina Suh, Gonzalo Ramos

ACM conference on Designing Interactive Systems (DIS) | July 2020

Publication

Interactive machine teaching: a human-centered approach to building machine-learned models

Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi

Human–Computer Interaction | April 2020

Publication

Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work

Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski

Intelligent User Interfaces (IUI) | March 2020

PDF Project

Do Machine Teachers Dream of Algorithms?

Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi

December 2019

PDF

AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning

Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard

ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, Vol 10(1)

Publication DOI

Guidelines for Human-AI Interaction

Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz

CHI 2019 | May 2019

CHI 2019 Honorable Mention Award

PDF Video Project Project

Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models

Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos

Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018

Publication

AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration

Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard

IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018

ISBN: 978-1-4503-4945-1

Publication Publication

Machine Teaching: A New Paradigm for Building Machine Learning Systems

Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing

MSR-TR-2017-26 | July 2017

Publication Project

Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers

Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams

IEEE TVCG, VAST | August 2016

Publication Video Project

The Value of Semantic Parse Labeling for Knowledge Base Question Answering

Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016

Publication Publication Download Download

Interactive Semantic Featuring for Text Classification

Patrice Simard, Max Chickering, Jina Suh

Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016

Publication

The Label Complexity of Mixed-Initiative Classifier Training

Jina Suh, Xiaojin Zhu, Saleema Amershi

Proceedings of the 33rd International Conference on Machine Learning | June 2016

Publication Publication Publication

ModelTracker: Redesigning Performance Analysis Tools for Machine Learning

Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh

Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015

Publication Publication Project Project

AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker

V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez

CHI 2025 | April 2025

Publication

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work

Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski

IEEE Transactions on Software Engineering | November 2024, Vol 51(2): pp. 344-354

Publication

Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.

Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski

JMIR mental health | September 2024, Vol 11: pp. e48974

DOI Publication Preprint

“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh

ACM Transactions on Interactive Intelligent Systems | August 2024

DOI Publication

Opportunities and risks of large language models in psychiatry

Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus

NPP—Digital Psychiatry and Neuroscience | May 2024

DOI

Rethinking technology innovation for mental health: framework for multi-sectoral collaboration

Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski

Nature Mental Health | May 2024

DOI

DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers

Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh

ACM CHI Conference on Human Factors in Computing Systems | May 2024

PDF

Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Towards Inclusive Futures for Worker Wellbeing

Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided

Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Large Language Models Produce Responses Perceived to be Empathic

Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology

Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh

January 2024

Preprint

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Affective Conversational Agents: Understanding Expectations and Personal Influences

Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski

October 2023

ArXiv

Publication

Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries

Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski

ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023

PDF Project

Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?

Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha

2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023

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FoundWright: A System to Help People Re-find Pages from Their Web-history

Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski

May 2023

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Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

CHI | April 2023

Publication Project

Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work

Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023

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Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data

Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos

IUI 2023 | March 2023

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Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders

Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh

Proceedings of the ACM on Human-Computer Interaction | March 2023, Vol 7: pp. 1-33

DOI Publication PDF

Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing

Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

CHI 2022 | April 2022

Publication PDF Project Project

MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings

Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski

CHI 2021 | May 2021

Publication Project Project Project Project

AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations

Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski

CHI 2021 | May 2021

PDF Project

ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support

Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek

IUI | April 2021

Publication

Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

WSDM | March 2021

Preprint Project

Remote Work and Well-being

Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan

August 2020

Publication Project

Understanding and Supporting Knowledge Decomposition for Machine Teaching

Felicia Ng, Jina Suh, Gonzalo Ramos

ACM conference on Designing Interactive Systems (DIS) | July 2020

Publication

Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer

May 2020

Publication Project

Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh

ACM Conference on Supported Cooperative Work and Social Computing | May 2020

Publication Project

Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions

Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff

EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020

Publication Project

Interactive machine teaching: a human-centered approach to building machine-learned models

Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi

Human–Computer Interaction | April 2020

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A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer

Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams

April 2020

Publication Project

Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work

Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski

Intelligent User Interfaces (IUI) | March 2020

PDF Project

Do Machine Teachers Dream of Algorithms?

Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi

December 2019

PDF

AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning

Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard

ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, Vol 10(1)

Publication DOI

Guidelines for Human-AI Interaction

Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz

CHI 2019 | May 2019

CHI 2019 Honorable Mention Award

PDF Video Project Project

Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models

Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos

Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018

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AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration

Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard

IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018

ISBN: 978-1-4503-4945-1

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Machine Teaching: A New Paradigm for Building Machine Learning Systems

Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing

MSR-TR-2017-26 | July 2017

Publication Project

The Label Complexity of Mixed-Initiative Classifier Training

Jina Suh, Xiaojin Zhu, Saleema Amershi

Proceedings of the 33rd International Conference on Machine Learning | June 2016

Publication Publication Publication

ModelTracker: Redesigning Performance Analysis Tools for Machine Learning

Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh

Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015

Publication Publication Project Project

Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work

Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski

IEEE Transactions on Software Engineering | November 2024, Vol 51(2): pp. 344-354

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Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration

Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard

IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018

ISBN: 978-1-4503-4945-1

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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers

Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams

IEEE TVCG, VAST | August 2016

Publication Video Project

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers

Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh

ACM CHI Conference on Human Factors in Computing Systems | May 2024

PDF

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?

Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha

2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023

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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing

Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

CHI 2022 | April 2022

Publication PDF Project Project

MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings

Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski

CHI 2021 | May 2021

Publication Project Project Project Project

Remote Work and Well-being

Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan

August 2020

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Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Disparate Impacts on Online Information Access during the COVID-19 Pandemic

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

Nature Communications | November 2022, Vol 13

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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

WSDM | March 2021

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Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer

May 2020

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Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh

ACM Conference on Supported Cooperative Work and Social Computing | May 2020

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Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions

Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff

EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020

Publication Project

A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer

Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams

April 2020

Publication Project

The Value of Semantic Parse Labeling for Knowledge Base Question Answering

Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016

Publication Publication Download Download

AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker

V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez

CHI 2025 | April 2025

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DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers

Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh

ACM CHI Conference on Human Factors in Computing Systems | May 2024

PDF

Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries

Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski

ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023

PDF Project

Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?

Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha

2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023

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Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

CHI | April 2023

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Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work

Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023

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Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data

Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos

IUI 2023 | March 2023

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Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data

Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022

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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing

Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski

CHI 2022 | April 2022

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Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications

Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski

International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021

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MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings

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CHI 2021 | May 2021

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AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations

Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski

CHI 2021 | May 2021

PDF Project

ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support

Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek

IUI | April 2021

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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

WSDM | March 2021

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Felicia Ng, Jina Suh, Gonzalo Ramos

ACM conference on Designing Interactive Systems (DIS) | July 2020

Publication

Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh

ACM Conference on Supported Cooperative Work and Social Computing | May 2020

Publication Project

Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions

Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff

EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020

Publication Project

Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work

Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski

Intelligent User Interfaces (IUI) | March 2020

PDF Project

Guidelines for Human-AI Interaction

Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz

CHI 2019 | May 2019

CHI 2019 Honorable Mention Award

PDF Video Project Project

Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models

Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos

Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018

Publication

AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration

Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard

IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018

ISBN: 978-1-4503-4945-1

Publication Publication

Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers

Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams

IEEE TVCG, VAST | August 2016

Publication Video Project

The Value of Semantic Parse Labeling for Knowledge Base Question Answering

Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016

Publication Publication Download Download

Interactive Semantic Featuring for Text Classification

Patrice Simard, Max Chickering, Jina Suh

Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016

Publication

The Label Complexity of Mixed-Initiative Classifier Training

Jina Suh, Xiaojin Zhu, Saleema Amershi

Proceedings of the 33rd International Conference on Machine Learning | June 2016

Publication Publication Publication

ModelTracker: Redesigning Performance Analysis Tools for Machine Learning

Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh

Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015

Publication Publication Project Project

Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work

Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski

IEEE Transactions on Software Engineering | November 2024, Vol 51(2): pp. 344-354

Publication

Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.

Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski

JMIR mental health | September 2024, Vol 11: pp. e48974

DOI Publication Preprint

“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming

Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh

ACM Transactions on Interactive Intelligent Systems | August 2024

DOI Publication

Opportunities and risks of large language models in psychiatry

Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus

NPP—Digital Psychiatry and Neuroscience | May 2024

DOI

Rethinking technology innovation for mental health: framework for multi-sectoral collaboration

Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski

Nature Mental Health | May 2024

DOI

Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting

Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Towards Inclusive Futures for Worker Wellbeing

Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski

Proceedings of the ACM on Human-Computer Interaction | April 2024

DOI Publication

Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology

Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh

January 2024

Preprint

Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders

Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh

Proceedings of the ACM on Human-Computer Interaction | March 2023, Vol 7: pp. 1-33

DOI Publication PDF

Disparate Impacts on Online Information Access during the COVID-19 Pandemic

Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff

Nature Communications | November 2022, Vol 13

Publication Project

Interactive machine teaching: a human-centered approach to building machine-learned models

Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi

Human–Computer Interaction | April 2020

Publication

AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning

Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard

ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, Vol 10(1)

Publication DOI

Microsoft New Future of Work Report 2024

Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le

MSR-TR-2024-56 | December 2024

Published by Microsoft

Publication Project Project

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Publication Project Project

Machine Teaching: A New Paradigm for Building Machine Learning Systems

Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing

MSR-TR-2017-26 | July 2017

Publication Project

Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided

Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Large Language Models Produce Responses Perceived to be Empathic

Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong

March 2024

DOI Publication Publication

Remote Work and Well-being

Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan

August 2020

Publication Project

Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care

Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer

May 2020

Publication Project

A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer

Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams

April 2020

Publication Project

Do Machine Teachers Dream of Algorithms?

Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi

December 2019

PDF

From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions

Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski

January 2024

Preprint

Affective Conversational Agents: Understanding Expectations and Personal Influences

Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski

October 2023

ArXiv

Publication

FoundWright: A System to Help People Re-find Pages from Their Web-history

Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski

May 2023

Publication