Assessing the Usability of Statistical Software Using a Discrete Choice Experiment

被引:0
|
作者
Rhyne, Jacob [1 ]
Bailey, Mark [1 ]
Morgan, Joseph [1 ]
Lekivetz, Ryan [1 ]
机构
[1] JMP Stat Discovery LLC, Cary, NC 27513 USA
关键词
Design of experiments; Usability; Statistical software;
D O I
10.1007/978-3-031-61932-8_24
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The usability [2,3] of modern statistical software is increasingly important as users with limited statistical training become more reliant on such tools to help them address complex real-world problems [1,13]. This paper presents a case study that illustrates how a discrete choice experiment [16] may be used to assess the usability of the complex controls that are becoming more prevalent in such software. The case study focuses on an interactive plot intended for novice users of a commercially available statistical application, who need to interpret a linear model used to analyze the results of an experiment. Effective selection of model terms is critical for identifying important experimental factors and the accuracy of model predictions. The ability to easily determine whether terms should be entered into a model, or the reason for their inclusion, is essential for interpretability [4,15] and to ensure user satisfaction of the application.
引用
收藏
页码:195 / 205
页数:11
相关论文
共 50 条
  • [1] Assessing Smoking Cessation Messages with a Discrete Choice Experiment
    Thrasher, James F.
    Anshari, Dien
    Lambert-Jessup, Victoria
    Islam, Farahnaz
    Mead, Erin
    Popova, Lucy
    Salloum, Ramzi
    Moodie, Crawford
    Louviere, Jordan
    Lindblom, Eric N.
    TOBACCO REGULATORY SCIENCE, 2018, 4 (02) : 73 - 87
  • [2] Assessing the impact of excluded attributes on choice in a discrete choice experiment using a follow-up question
    Mansfield, Carol
    Sutphin, Jessie
    Boeri, Marco
    HEALTH ECONOMICS, 2020, 29 (10) : 1307 - 1315
  • [3] Assessing the Direct Impact of Death on Discrete Choice Experiment Utilities
    Ameri, Hossein
    Poder, Thomas G.
    APPLIED HEALTH ECONOMICS AND HEALTH POLICY, 2025, 23 (02) : 319 - 327
  • [4] Assessing smallholder preferences for incentivised climate-smart agriculture using a discrete choice experiment
    Schaafsma, Marije
    Ferrini, Silvia
    Turner, R. Kerry
    LAND USE POLICY, 2019, 88
  • [5] Assessing tourists' preferences for conservation of large carnivores in the Italian Alps using a discrete choice experiment
    Notaro, Sandra
    Grilli, Gianluca
    JOURNAL OF ENVIRONMENTAL PLANNING AND MANAGEMENT, 2022, 65 (07) : 1261 - 1280
  • [6] Assessing preferences for improved smoking cessation medications: a discrete choice experiment
    Marti, Joachim
    EUROPEAN JOURNAL OF HEALTH ECONOMICS, 2012, 13 (05): : 533 - 548
  • [7] Assessing Patients' Preferences for Preventive Dental Care: A Discrete Choice Experiment
    Bahanan, Lina
    Bashkail, Fatmh
    Alghamdi, Afrah
    Alhazmy, Ahlaa
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2023, 15 (08)
  • [8] Assessing patient and caregiver preferences for treatment of haemophilia A: A discrete choice experiment
    Benton, Melody
    Patel, Anisha M.
    Shi, Lizheng
    Monnette, Alisha
    Hong, Dongzhe
    Kruse-Jarres, Rebecca
    Raimundo, Karina
    HAEMOPHILIA, 2021, 27 (04) : E479 - E483
  • [9] Assessing preferences for improved smoking cessation medications: a discrete choice experiment
    Joachim Marti
    The European Journal of Health Economics, 2012, 13 : 533 - 548
  • [10] A statistical approach to assessing interval scale preferences in discrete choice problems
    Kainulainen, T.
    Leskinen, P.
    Korhonen, P.
    Haara, A.
    Hujala, T.
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2009, 60 (02) : 252 - 258