A Sentiment Analysis of Design Reflections from Design Projects

Jonas Frich Pedersen; Nanna Inie; Kim Halskov; Peter Dalsgaard

doi:10.1145/3170427.3188444

A Sentiment Analysis of Design Reflections from Design Projects

Jonas Frich Pedersen, Nanna Inie, Kim Halskov, Peter Dalsgaard

Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

Abstract

Little effort has been devoted to studying the emotional experience of designers over time. Using sentiment analysis, we explore a unique corpus of designers' written reflections on 15 different design processes. We investigate how positive and negative sentiment in the reflections change over the course of a three-month design project. Our findings indicate that change in sentiment is not attributable to time alone, but rather to different phases and methods employed by the design teams. Finally, we discuss implications and future avenues for both our results and for using sentiment analysis in HCI research.

Originalsprog	Engelsk
Titel	CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems
Forlag	Association for Computing Machinery
Publikationsdato	2018
Artikelnummer	LBW074
ISBN (Trykt)	978-1-4503-5621-3
DOI	https://doi.org/10.1145/3170427.3188444
Status	Udgivet - 2018
Udgivet eksternt	Ja
Begivenhed	ACM CHI 2018 Conference on Human Factors in Computing Systems - Montreal, Canada Varighed: 21 apr. 2018 → 26 apr. 2018

Konference

Konference	ACM CHI 2018 Conference on Human Factors in Computing Systems
Land/Område	Canada
By	Montreal
Periode	21/04/2018 → 26/04/2018

Emneord

Emotional experience of designers
Sentiment analysis
Design processes
Positive and negative sentiment change
Human-Computer Interaction (HCI) research

Adgang til dokumentet

10.1145/3170427.3188444

Citationsformater

@inproceedings{59a25f1fb2ec46038a3bfc02c56d661d,

title = "A Sentiment Analysis of Design Reflections from Design Projects",

abstract = "Little effort has been devoted to studying the emotional experience of designers over time. Using sentiment analysis, we explore a unique corpus of designers' written reflections on 15 different design processes. We investigate how positive and negative sentiment in the reflections change over the course of a three-month design project. Our findings indicate that change in sentiment is not attributable to time alone, but rather to different phases and methods employed by the design teams. Finally, we discuss implications and future avenues for both our results and for using sentiment analysis in HCI research.",

keywords = "Emotional experience of designers, Sentiment analysis, Design processes, Positive and negative sentiment change, Human-Computer Interaction (HCI) research, Emotional experience of designers, Sentiment analysis, Design processes, Positive and negative sentiment change, Human-Computer Interaction (HCI) research",

author = "{Frich Pedersen}, Jonas and Nanna Inie and Kim Halskov and Peter Dalsgaard",

year = "2018",

doi = "10.1145/3170427.3188444",

language = "English",

isbn = "978-1-4503-5621-3",

booktitle = "CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems",

publisher = "Association for Computing Machinery",

address = "United States",

note = "ACM CHI 2018 Conference on Human Factors in Computing Systems ; Conference date: 21-04-2018 Through 26-04-2018",

}

Frich Pedersen, J, Inie, N, Halskov, K & Dalsgaard, P 2018, A Sentiment Analysis of Design Reflections from Design Projects. i CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems., LBW074, Association for Computing Machinery, ACM CHI 2018 Conference on Human Factors in Computing Systems, Montreal, Quebec, Canada, 21/04/2018. https://doi.org/10.1145/3170427.3188444

A Sentiment Analysis of Design Reflections from Design Projects. / Frich Pedersen, Jonas; Inie, Nanna; Halskov, Kim et al.
CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, 2018. LBW074.

Publikation: Konference artikel i Proceeding eller bog/rapport kapitel › Konferencebidrag i proceedings › Forskning › peer review

TY - GEN

T1 - A Sentiment Analysis of Design Reflections from Design Projects

AU - Frich Pedersen, Jonas

AU - Inie, Nanna

AU - Halskov, Kim

AU - Dalsgaard, Peter

PY - 2018

Y1 - 2018

N2 - Little effort has been devoted to studying the emotional experience of designers over time. Using sentiment analysis, we explore a unique corpus of designers' written reflections on 15 different design processes. We investigate how positive and negative sentiment in the reflections change over the course of a three-month design project. Our findings indicate that change in sentiment is not attributable to time alone, but rather to different phases and methods employed by the design teams. Finally, we discuss implications and future avenues for both our results and for using sentiment analysis in HCI research.

AB - Little effort has been devoted to studying the emotional experience of designers over time. Using sentiment analysis, we explore a unique corpus of designers' written reflections on 15 different design processes. We investigate how positive and negative sentiment in the reflections change over the course of a three-month design project. Our findings indicate that change in sentiment is not attributable to time alone, but rather to different phases and methods employed by the design teams. Finally, we discuss implications and future avenues for both our results and for using sentiment analysis in HCI research.

KW - Emotional experience of designers

KW - Sentiment analysis

KW - Design processes

KW - Positive and negative sentiment change

KW - Human-Computer Interaction (HCI) research

KW - Emotional experience of designers

KW - Sentiment analysis

KW - Design processes

KW - Positive and negative sentiment change

KW - Human-Computer Interaction (HCI) research

U2 - 10.1145/3170427.3188444

DO - 10.1145/3170427.3188444

M3 - Article in proceedings

SN - 978-1-4503-5621-3

BT - CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems

PB - Association for Computing Machinery

T2 - ACM CHI 2018 Conference on Human Factors in Computing Systems

Y2 - 21 April 2018 through 26 April 2018

ER -

A Sentiment Analysis of Design Reflections from Design Projects

Abstract

Konference

Emneord

Adgang til dokumentet

Fingeraftryk

Citationsformater