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A First Look at Tribal Web Traffic

Published: 18 May 2015 Publication History

Abstract

With broadband penetration rates of less than 10% per capita, Tribal areas in the U.S. represent some of the most underserved communities in terms of Internet access. Although numerous sources have identified this digital divide, there have been no empirical measurements of the performance and usage of services that do exist in these areas. In this paper, we present the characterization of the Tribal Digital Village (TDV) network, a multi-hop wireless network currently connecting 13 reservations in San Diego county. This work represents the first traffic analysis of broadband usage in Tribal lands. After identifying some of the unique purposes of broadband connectivity in indigenous communities, such as language revitalization and cultural development, we focus on the performance of popular applications that enable such activities, including Youtube and Instagram. Though only a fraction of the bandwidth capacity is actually used, 30% of Youtube uploads and 24% of Instagram uploads fail due to packet loss on the relay and access links that connect the reservations to the TDV backbone. Although failure rates are prohibitive to the contribution of locally generated media (particularly videos), our analysis of Instagram media interactions and engagement in the TDV network reveals a high locality of interest. Residents engage with locally created media 8.2 times more than media created by outside sources. Furthermore, locally created media circulates through the network two days longer than non-local media. The results of our analysis point to new directions for increasing content availability on reservations.

References

[1]
TCP Statistics and Analysis Tool. http://tstat.tlc.polito.it/index.shtml, 2008.
[2]
Taking Additional Steps to Make U.S. Spectrum Policy More Comprehensive. http://www.broadband.gov/plan/5-spectrum/#s5-3, March 2010.
[3]
American Indian and Alaska Native Populations. http://www.cdc.gov/minorityhealth/populations/REMP/aian.html, July 2013.
[4]
Tribal Initiatives. http://transition.fcc.gov/indians/, March 2013.
[5]
The Bro Network Security Monitor. https://www.bro.org/, October 2014.
[6]
Mobile broadband, smartphones, apps, fixed networks. https://itunews.itu.int/En/4958-Mobile-broadband-smartphones-apps-fixed-networks.note.aspx, February 2014.
[7]
National Congress of American Indians, Demographics. http://www.ncai.org/about-tribes/demographics, July 2014.
[8]
Top Sites in United States. http://www.alexa.com/topsites/countries/US, October 2014.
[9]
Traceanon. http://www.wand.net.nz/trac/libtrace/wiki/TraceAnon, May 2014.
[10]
Tribal Digital Village. http://sctdv.net/, July 2014.
[11]
A. Austin. Native Americans Are Still Waiting for an Economic Recovery. http://www.epi.org/publication/native-americans-are-still-waiting-for-an-economic-recovery/, October 2013.
[12]
E. Bakshy, I. Rosenn, C. Marlow, and L. Adamic. The Role of Social Networks in Information Diffusion. In Proceedings of the 21st International Conference on World Wide Web, WWW '12, pages 519--528, Lyon, France, May 2012.
[13]
M. Cha, A. Mislove, and K. P. Gummadi. A Measurement-driven Analysis of Information Propagation in the Flickr Social Network. In Proceedings of the 18th International Conference on World Wide Web, WWW '09, pages 721--730, Madrid, Spain, May 2009.
[14]
J. Chen, D. Hutchful, W. Thies, and L. Subramanian. Analyzing and Accelerating Web Access in a School in Peri-urban India. In Proceedings of the 20th International Conference on World Wide Web, WWW '11, pages 443--452, Hyderabad, India, May 2011.
[15]
J. Chen, L. Subramanian, and J. Li. RuralCafe: Web Search in the Rural Developing World. In Proceedings of the 18th International Conference on World Wide Web, WWW '09, pages 411--420, Madrid, Spain, May 2009.
[16]
E. Cho, S. A. Myers, and J. Leskovec. Friendship and Mobility: User Movement in Location-based Social Networks. In Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '11, pages 1082--1090, San Diego, California, USA, 2011.
[17]
T. Davis and M. Trebain. Shaping the Destiny of Native American People by Ending the Digital Divide. In EduCause Review, pages 38--46, January 2001.
[18]
B. Du, M. Demmer, and E. Brewer. Analysis of WWW Traffic in Cambodia and Ghana. In Proceedings of the 15th International Conference on World Wide Web, WWW '06, pages 771--780, Edinburgh, Scotland, May 2006.
[19]
M. Duggan and A. Smith. Social Media Update 2014. http://www.pewinternet.org/2015/01/09/social-media-update-2014/, January 2015.
[20]
E. Gilbert, K. Karahalios, and C. Sandvig. The Network in the Garden: An Empirical Analysis of Social Media in Rural Life. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI '08, pages 1603--1612, Florence, Italy, April 2008.
[21]
N. Hochman and R. Schwartz. Visualizing Instagram: Tracing Cultural Visual Rhythms. In Proceedings of the Workshop on Social Media Visualization (SocMedVis) in conjunction with the Sixth International AAAI Conference on Weblogs and Social Media (ICWSM '12), pages 6--9, Dublin, Ireland, June 2012.
[22]
D. L. Johnson, V. Pejovic, E. M. Belding, and G. van Stam. Traffic Characterization and Internet Usage in Rural Africa. In Proceedings of the 20th International Conference Companion on World Wide Web, WWW '11, pages 493--502, Hyderabad, India, May 2011.
[23]
H. Kwak, C. Lee, H. Park, and S. Moon. What is Twitter, a Social Network or a News Media? In Proceedings of the 19th International Conference on World Wide Web, WWW '10, pages 591--600, May 2010.
[24]
D. McCaskill and J. Rutherford. Indigenous peoples of South-East Asia: poverty, identity and resistance. In R. Eversole, J.-A. McNeish, and A. D. Cimadamore, editors, Indigenous Peoples and Poverty: An International Perspective, pages 126--157. Zed Books, London, UK, December 2005.
[25]
H. Molyneaux, S. O'Donnell, C. Kakekaspan, B. Walmark, P. Budka, and K. Gibson. Social Media in Remote First Nation Communities. Canadian Journal of Communication, 39(2), 2014.
[26]
D. Narayan-Parker. Bonds and Bridges: Social Capital and Poverty, volume 2167. World Bank Publications, 1999.
[27]
T. Silva, P. de Melo, J. Almeida, J. Salles, and A. Loureiro. A Picture of Instagram is Worth More Than a Thousand Words: Workload Characterization and Application. In 2013 IEEE International Conference onDistributed Computing in Sensor Systems (DCOSS), pages 123--132, Cambridge, MA, USA, May 2013.
[28]
M. Zheleva, P. Schmitt, M. Vigil, and E. Belding. The Increased Bandwidth Fallacy: Performance and Usage in Rural Zambia. In Proceedings of the 4th Annual Symposium on Computing for Development, ACM DEV-4 '13, pages 11--21, Cape Town, South Africa, December 2013.

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Published In

cover image ACM Other conferences
WWW '15: Proceedings of the 24th International Conference on World Wide Web
May 2015
1460 pages
ISBN:9781450334693

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  • IW3C2: International World Wide Web Conference Committee

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International World Wide Web Conferences Steering Committee

Republic and Canton of Geneva, Switzerland

Publication History

Published: 18 May 2015

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Author Tags

  1. measurement
  2. network sovereignty
  3. performance
  4. social network analysis

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  • Research-article

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  • NSF Network Science and Engineering

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WWW '15
Sponsor:
  • IW3C2

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WWW '15 Paper Acceptance Rate 131 of 929 submissions, 14%;
Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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  • (2023)Woes, Workarounds, and Wishes of Users Living in a Multinetwork RealityExtended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544549.3585795(1-7)Online publication date: 19-Apr-2023
  • (2023)Human-Centred Digital Sovereignty: Explorative Conceptual Model and Ways ForwardComputer-Human Interaction Research and Applications10.1007/978-3-031-49368-3_6(84-103)Online publication date: 23-Dec-2023
  • (2022)Situating Network Infrastructure with People, Practices, and Beyond: A Community Building WorkshopCompanion Publication of the 2022 Conference on Computer Supported Cooperative Work and Social Computing10.1145/3500868.3560716(267-272)Online publication date: 8-Nov-2022
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  • (2020)A Dynamic Perspective of Internet Service Provider Adoption of Emergent Network Technology: A Case Study of Tribal Digital VillageJournal of Information Policy10.5325/jinfopoli.10.2020.008310(83-122)Online publication date: 1-May-2020
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