Nothing Special   »   [go: up one dir, main page]

skip to main content
10.5555/1812530.1812539acmotherconferencesArticle/Chapter ViewAbstractPublication PagesictdConference Proceedingsconference-collections
Article

Evaluating the accuracy of data collection on mobile phones: a study of forms, sms, and voice

Published: 17 April 2009 Publication History

Abstract

While mobile phones have found broad application in reporting health, financial, and environmental data, there has been little study of the possible errors incurred during mobile data collection. This paper provides the first (to our knowledge) quantitative evaluation of data entry accuracy on mobile phones in a resource-poor setting. Via a study of 13 users in Gujarat, India, we evaluated three user interfaces: 1) electronic forms, containing numeric fields and multiple-choice menus, 2) SMS, where users enter delimited text messages according to printed cue cards, and 3) voice, where users call an operator and dictate the data in real-time.
Our results indicate error rates (per datum entered) of 4.2% for electronic forms, 4.8% for SMS, and 0.45% for voice. These results caused us to migrate our own initiative (a tuberculosis treatment program in rural India) from electronic forms to voice, in order to avoid errors on critical health data. While our study has some limitations, including varied backgrounds and training of participants, it suggests that some care is needed in deploying electronic interfaces in resource-poor settings. Further, it raises the possibility of using voice as a low-tech, high-accuracy, and cost-effective interface for mobile data collection.

References

[1]
Achieving the Health Millennium Development Goals in Asia and the Pacific: Policies and Actions Within Health Systems and Beyond. United Nations Publications, Dec. 2007.
[2]
V. Anantraman, T. Mikkelsen, R. Khilnani, V. S. Kumar, N. R. Machiraju, A. Pentland, and L. Ohno-Machado. Handheld computers for rural healthcare: Experiences from research concept to global operations. In Workshop on Development by Design, 2002.
[3]
A. Bernabe-Ortiz, W. H. Curioso, M. A. Gonzales, W. Evangelista, J. M. Castagnetto, C. P. Carcamo, J. P. Hughes, P. J. Garcia, G. P. Garnett, and K. K. Holmes. Handheld computers for self-administered sensitive data collection: A comparative study in Peru. BMC Medical Informatics and Decision Making, 8:11, 2008.
[4]
I. Blaya and H. S. F. Fraser. Development, implementation and preliminary study of a PDA-based bacteriology collection system. Proceedings of the AMIA Annual Symposium, 2006:4145, 2006.
[5]
J. A. Blaya, W. Gomez, P. Rodriguez, and H. Fraser. Cost and implementation analysis of a personal digital assistant system for laboratory data collection. The International Journal of Tuberculosis and Lung Disease, 12(8):921-7, Aug. 2008.
[6]
Cost effectiveness study report for the PDA data capture and transmission. SATELLIFE, Sept. 2004. http://www.healthnet.org/coststudy.php.
[7]
W. H. Curioso, B. T. Karras, P. E. Campos, C. Buenda, K. K. Holmes, and A. M. Kimball. Design and implementation of Cell-PREVEN: A real-time surveillance system for adverse events using cell phones in Peru. Proceedings ofthe AMIA Annual Symposium, 2005:176180, 2005.
[8]
B. DeRenzi, N. Lesh, T. Parikh, C. Sims, W. Maokla, M. Chemba, Y. Hamisi, D. S. Hellenberg, M. Mitchell, and G. Borriello. E-IMCI: Improving pediatric health care in low-income countries. In CHI, 2008.
[9]
L. Diero, I. Rotich, I. Bii, B. Mamlin, R. Einterz, I. Kalamai, and W. Tierney. A computer-based medical record system and personal digital assistants to assess and follow patients with respiratory tract infections visiting a rural Kenyan health centre. BMC Medical Informatics and Decision Making, 6(1):21, 2006.
[10]
T. Engebretsen. Acceptance of information technology by health research projects in low-income countries: Intention to use and acceptance of using EpiHandy (IUAUE). Master's thesis, Agder University College, Dec. 2005.
[11]
Evaluation of the SATELLIFE PDA project, Feb. 2003. Bridges.org.
[12]
D. Forster, R. H. Behrens, H. Campbell, and P. Byass. Evaluation of a computerized field data collection system for health surveys. Bulletin of the World Health Organization, 69(1):107-11, 1991.
[13]
R. Fynn. Remote HIV/AIDS patient monitoring tool using 3G/GPRS packet-switched mobile technology. In Appropriate Healthcare Technologies for Developing Countries, pages 129-138, 2006.
[14]
S. Grisedale, M. Graves, and A. Griinsteidl. Designing a graphical user interface for healthcare workers in rural India. In CHI, 1997.
[15]
T. Groves. SatelLife: Getting relevant information to the developing world. British Medical Journal, 313(7072): 1606-9, 1996.
[16]
P. C. Gupta. Survey of sociodemographic characteristics of tobacco use among 99, 598 individuals in Bombay, India using handheld computers. Tobacco Control, 5(2): 114-120, June 1996.
[17]
R. N. Jamison, R. H. Gracely, S. A. Raymond, J. G. Levine, B. Marino, T. J. Herrmann, M. Daly, D. Fram, and N. P. Katz. Comparative study of electronic vs. paper VAS ratings: A randomized, crossover trial using healthy volunteers. Pain, 99(1-2):341-7, Sept. 2002.
[18]
D. R. Kaufman and I. B. Starren. A methodological framework for evaluating mobile health devices. Proceedings of the AMIA Annual Symposium, 2006:978, 2006.
[19]
H. Ladd and N. Sewankambo. Uganda health information network: Technical report (submitted to the International Development Research Centre). SATELLIFE & Uganda Chartered HealthNet, Dec. 2004. http://www.healthnet.org/idrcreport.html.
[20]
S. O. Lal, F. W. Smith, J. P. Davis, H. Y. Castro, D. W. Smith, D. L. Chinkes, and R. E. Barrow. Palm computer demonstrates a fast and accurate means of bum data collection. The Journal of Burn Care & Rehabilitation, 21(6):559-61; discussion 558, 2000.
[21]
S. I. Lane, N. M. Heddle, E. Arnold, and I. Walker. A review of randomized controlled trials comparing the effectiveness of hand held computers with paper methods for data collection. BMC Medical Informatics and Decision Making, 6:23, 2006.
[22]
Mali: Mobile service helps bring down infant mortality, 2007. Balancing Act News, Issue No. 364, http://www.balancingactafrica.com/news/back/balancing-act_364.html.
[23]
I. S. McBride, R. T. Anderson, and J. L. Bahnson. Using a hand-held computer to collect data in an orthopedic outpatient clinic: A randomized trial of two survey methods. Medical Care, 37(7):647-51, July 1999.
[24]
M. A. Missinou, C. H. O. Olola, S. Issifou, P.-B. Matsiegui, A. A. Adegnika, S. Borrmann, D. Wypij, T. E. Taylor, and P. G. Kremsner. Short report: Piloting paperless data entry for clinical research in Africa. Amer. Journ. of Trop. Medicine and Hygiene, 72(3):301-303, Mar. 2005.
[25]
Mobilizing against malaria. Expanding Horizons (by Nokia), pages 12- 13, Feb. 2007.
[26]
Nokia CEO message, 2008. http://www.nokia.com/A4942317.
[27]
T. S. Parikh. Using mobile phones for secure, distributed document processing in the developing world. Pervasive Computing, 4(2), 2005.
[28]
T. S. Parikh, P. Javid, S. K, K. Ghosh, and K. Toyama. Mobile phones and paper documents: Evaluating a new approach for capturing microfinance data in rural India. In CHI, 2006.
[29]
P. Quinn, I. Goka, and H. Richardson. Assessment of an electronic daily diary in patients with overactive bladder. BJU International, 91(7):647- 52, May 2003.
[30]
J. Selanikio. Advantages of using handheld computers for data collection. DataDyne. http://www.datadyne.org/files/Brief-HandheldAdvantages.pdf
[31]
J. Selanikio and R. Donna. Datadyne brief DataDyne. http://www.datadyne.org/files/DataDyne_briefpdf
[32]
K. Shirima, O. Mukasa, J. Schellenberg, F. Manzi, D. John, A. Mushi, M. Mrisho, M. Tanner, H. Mshinda, and D. Schellenberg. The use of personal digital assistants for data entry at the point of collection in a large household survey in southern Tanzania. Emerging Themes in Epidemiology, 4(1):5, 2007.
[33]
D. Skinner, U. Rivette, and C. Bloomberg. Evaluation of use of cellphones to aid compliance with drug therapy for HIV patients. AIDS Care, 19(5):605-607, 2007.
[34]
SMS data management. Dimagi, Inc., 2008. http://www.dimagi.com/ content/sms-data-management.html.
[35]
B. Tiplady, G. Crompton, M. Dewar, F. Boellert, S. Matusiewicz, L. Campbell, and D. Brackenridge. The use of electronic diaries in respiratory studies. Drug Information Journal, 31(3):759-764, 1997.
[36]
I. Walker, C. Sigouin, I. Sek, T. Almonte, I. Carruthers, A. Chan, M. Pai, and N. Heddle. Comparing hand-held computers and paper diaries for haemophilia home therapy: A randomized trial. Haemophilia, 10(6):698-704, Nov. 2004.

Cited By

View all
  • (2019)99DOTSProceedings of the Tenth International Conference on Information and Communication Technologies and Development10.1145/3287098.3287102(1-12)Online publication date: 4-Jan-2019
  • (2017)Changing data practices for community health workersProceedings of the Ninth International Conference on Information and Communication Technologies and Development10.1145/3136560.3136582(1-12)Online publication date: 16-Nov-2017
  • (2017)Deploying large scale school census hubProceedings of the 39th International Conference on Software Engineering: Software Engineering in Society Track10.1109/ICSE-SEIS.2017.7(47-56)Online publication date: 20-May-2017
  • Show More Cited By
  1. Evaluating the accuracy of data collection on mobile phones: a study of forms, sms, and voice

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Other conferences
    ICTD'09: Proceedings of the 3rd international conference on Information and communication technologies and development
    April 2009
    496 pages
    ISBN:9781424446629

    Sponsors

    • IEEE
    • ExxonMobil
    • Microsoft: Microsoft
    • IBM: IBM

    In-Cooperation

    Publisher

    IEEE Press

    Publication History

    Published: 17 April 2009

    Check for updates

    Qualifiers

    • Article

    Acceptance Rates

    Overall Acceptance Rate 22 of 116 submissions, 19%

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)0
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 21 Nov 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2019)99DOTSProceedings of the Tenth International Conference on Information and Communication Technologies and Development10.1145/3287098.3287102(1-12)Online publication date: 4-Jan-2019
    • (2017)Changing data practices for community health workersProceedings of the Ninth International Conference on Information and Communication Technologies and Development10.1145/3136560.3136582(1-12)Online publication date: 16-Nov-2017
    • (2017)Deploying large scale school census hubProceedings of the 39th International Conference on Software Engineering: Software Engineering in Society Track10.1109/ICSE-SEIS.2017.7(47-56)Online publication date: 20-May-2017
    • (2016)Real-time Automated Surveys among Low-literate Masses using Voice-based Telephone ServicesProceedings of the 7th Annual Symposium on Computing for Development10.1145/3001913.3006626(1-4)Online publication date: 18-Nov-2016
    • (2016)Design and Implementation of an Open Source 'Thin SIM' System for Collecting Data & Supporting Global Health CareProceedings of the 7th Annual Symposium on Computing for Development10.1145/3001913.3001923(1-10)Online publication date: 18-Nov-2016
    • (2016)Closing the Feedback LoopProceedings of the Eighth International Conference on Information and Communication Technologies and Development10.1145/2909609.2909652(1-10)Online publication date: 3-Jun-2016
    • (2016)The Ins and Outs of HCI for DevelopmentProceedings of the 2016 CHI Conference on Human Factors in Computing Systems10.1145/2858036.2858081(2220-2232)Online publication date: 7-May-2016
    • (2015)USSDProceedings of the 2015 Annual Symposium on Computing for Development10.1145/2830629.2830645(13-21)Online publication date: 1-Dec-2015
    • (2015)User errors in SMS based reporting systemsProceedings of the Seventh International Conference on Information and Communication Technologies and Development10.1145/2737856.2737877(1-4)Online publication date: 15-May-2015
    • (2015)Speech-interface prompt designProceedings of the Seventh International Conference on Information and Communication Technologies and Development10.1145/2737856.2737861(1-4)Online publication date: 15-May-2015
    • Show More Cited By

    View Options

    Login options

    View options

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media