Tutorial: Big data analytics: Concepts, technologies, and applications

Communications of the Association for Information Systems

Volumn 34, Issue 1, 2014, Pages 1247-1268

  Watson, Hugh J ^a  

^a UNIVERSITY OF GEORGIA   (United States)

Author keywords

Analytics; Architecture; Benefits; Big data; Platforms; Privacy

Indexed keywords

ADVANCED ANALYTICS; ARCHITECTURE; BEHAVIORAL RESEARCH; BIG DATA; DATA ANALYTICS; DECISION MAKING; DECISION SUPPORT SYSTEMS; INFORMATION MANAGEMENT; RELATIONAL DATABASE SYSTEMS; SOCIAL NETWORKING (ONLINE);

ANALYTICS; BENEFITS; DATA INFRASTRUCTURE; DECISION SUPPORTS; FOURTH GENERATION; PLATFORMS; PRIVACY CONCERNS; RELATIONAL DATABASE MANAGEMENT SYSTEMS;

DATA PRIVACY;

EID: 84899814530     PISSN: 15293181     EISSN: None     Source Type: Journal    
DOI: 10.17705/1cais.03465     Document Type: Article

References (53)

1. Ayers, I. (2007) Super Crunchers, New York: Bantam Books
2. Babcock, C. (2011) "Zynga's Unusual Cloud Strategy Is Key to Success, " Information Week, http://www.informationweek.com/cloud-computing/infrastructure/zyngas-unusual-cloud-strategy-is-keyto/ 231000908 (current March 7, 2014)
3. Babcock, C. (2013) "Zynga, Cloud Pioneer, Must Fix Revenue Woes, " Information Week, http://www.informationweek.com/cloud-computing/software/zynga-cloud-pioneer-must-fix-revenuewoe/ 240156007 (current March 7, 2014)
4. Brynjolfsson, E., L.M. Hitt and H.H. Kim (2011) "Strength in Numbers: How Does Data-Driven Decision-Making Affect Firm Performance?" Social Science Research Network, http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1819486 (current March 7, 2014)
5. Byrne, P. (2009) Personal Communication
6. CGT (2012) "P&G Uses Downstream Data to Boost On-Shelf Availability, " CGT, http://consumergoods.edgl.com/trends/P-G-Uses-Downstream-Data-to-Boost-On-Shelf-Availability80766 (current March 7, 2014)
7. Chui, M., M. Loffler, and R. Roberts (2010) "The Internet of Things, " McKinsey Quarterly, March. http://www.mckinsey.com/insights/high_tech_telecoms_internet/the_internet_of_things (current March 7, 2014)
8. Chulis, K. (2012) "Big Data Analytics for Video, Mobile, and Social Game Monetization, " developerWorks, IBM, http://www.ibm.com/developerworks/library/ba-big-data-gaming/ (current March 7, 2014)
9. Cifio, J. and C. Meley (2011) Presentation at the Teradata Universe Conference, Barcelona, Spain, April 11, 2011
10. Clemons, E., J. Wilson, S. Barnett, F. Jin and C. Matt (2014) "Investigations into Consumers Preferences Concerning Privacy: An Initial Step Towards the Development of Modern and Consistent Privacy Protections Around the Globe, " Proceedings of the Hawaii International Conference on Systems Sciences, Big Island, Hawaii, USA January
11. Cooper, B.L., H.J. Watson, B.H. Wixom and D.L. Goodhue (2000) "Data Warehousing Supports Corporate Strategy at First American Corporation, " MIS Quarterly, (24)4, pp. 547-567
12. Davenport, T.H. and J.G. Harris (2007) Competing on Analytics: The New Science of Winning, Boston: Harvard Business School Press
13. Davenport, T.H., J.G. Harris and R. Morison, (2010) Analytics at Work: Smarter Decisions, Better Results, Boston: Harvard Business School Press
14. Davenport, T.H. and D.J. Patil (2012) "Data Scientist: The Sexiest Job of the 21st Century, " Harvard Business Review, October, pp. 2-8
15. Duhigg, C. (2012) "How Companies Learn Your Secrets, " New York Times, http://www.nytimes.com/2012/02/19/magazine/shopping-habits.html?pagewanted=all&_r=0 (current March 7, 2014)
16. Eckerson, W. (2004) "Gauge Your Data Warehousing Maturity, " DM Review, (14)11, pp. 34
17. Eckerson, W. (2011) "Big Data Analytics: Profiling the Use of Analytical Platforms in User Organizations, " The Data Warehousing Institute, http://tdwi.org/login/default-login.aspx?src=%7bC26074AC-998F-431B-BC99-4C39EA400F4F%7d&qstring=tc%3dassetpg (current March 7, 2014)
18. Economist Intelligence Unit (2012) "Fostering a Data-driven Culture, " The Economist, http://www.managementthinking.eiu.com/sites/default/files/downloads/Tableau_DataCulture_130219.pdf (current March 7, 2014)
19. Franks, B. (2012) Taming the Big Data Tidal Wave, New York: Wiley
20. Gartner (2012) "Gartner Says Big Data Creates Big Jobs: 4.4 Million IT Jobs Globally to Support Big Data By 2015, " Gartner Press Release, http://www.gartner.com/newsroom/id/2207915 (current March 7, 2014)
21. Harris, D. (2013) "The History of Hadoop: From 4 Nodes to the Future of Data, " Gigaom, http://gigaom.com/2013/03/04/the-history-of-hadoop-from-4-nodes-to-the-future-of-data/ (current March 7, 2014)
22. Healy, M. (2012) "6 Big Data Lies, " Information Week Research Report, http://twimgs.com/audiencedevelopment/JT/OE/LPs/SLP1_IBM/Webcast_SLP1_research-big-data-smartdata_ 59742.pdf (current March 7, 2014)
23. Hill, K. (2012) "How Target Figured Out a Teen Girl Was Pregnant Before Her Father Did, " Forbes http://www.forbes.com/sites/kashmirhill/2012/02/16/how-target-figured-out-a-teen-girl-was-pregnant-beforeher-father-did/ (current March 7, 2014)
24. IBM. (2010) "Asset and Service Management for Smarter Transportation, " http://public.dhe.ibm.com/common/ssi/ecm/en/tiw10328usen/TIW10328USEN.PDF (current March 7, 2014)
25. IBM. (2013) "Exploiting Big Data in Telecommunications to Increase Revenue, Reduce Customer Churn and Operating Costs, " http://www-01.ibm.com/software/data/bigdata/industry-telco.html (current March 7, 2014)
26. Imhoff, C. (2013) "Seeing RedShift: How Amazon Changed Data Warehousing Forever, " Inside Analytics, http://archive.constantcontact.com/fs108/1104983460042/archive/1112865946329.html(current March 7, 2014)
27. Kavanagh, E. (2013) "Throwing Down the Gauntlet: Cloud Bi for $1/hr, " Inside Analytics, http://insideanalysis.com/2013/07/throwing-down-the-gauntlet-cloud-bi-for-1hr/?utm_source=Throwing+Down+the+Gauntlet%3A+Cloud+BI+for+%241%2Fhr&utm_campaign=Advance& utm_medium=email (current March 7, 2014)
28. LaValle, S., E. Lesser. R. Shockley, M.S. Hopkins, and N. Kruschwitz (2011) "Big Data, Analytics and the Path from Insights to Value, " Sloan Management Review, (52)2, pp. 21-31. http://www.ibm.com/smarterplanet/global/files/in_idea_smarter_computing_to_big-dataanalytics_ and_path_from_insights-to-value.pdf (current March 7, 2014)
29. Lewis, M. (2003) Moneyball: The Art of Winning an Unfair Game, New York: W.W. Norton & Company
30. Manyika, J., M. Chui, B. Brown, J. Bughin, R. Dobbs, C. Roxburgh, and A.H. Byers (2011) "Big Data: The Next Frontier of Innovation, Competition, and Productivity, " McKinsey Global Institute, May. http://www.mckinsey.com/Insights/MGI/Research/Technology_and_Innovation/Big_data_The_next_frontier_fo r_innovation (current March 7, 2014)
31. Miller, B., J. M. Chui, B. Brown, J. Bughin, R. Dobbs, C. Roxburgh, and A.H. Byers (2011) Moneyball, Columbia Pictures
32. Mills, S., S. Lucas, L. Irakliotis, M. Ruppa, T. Carlson and B. Perlowitz (2012) "Demystifying Big Data: A Practical Guide to Transforming the Business of Government, " Washington: TechAmerica Foundation. Available at http://breakinggov.com/documents/demystifying-big-data-a-practical-guide-to-transforming-the-bus/, (current March 7, 2014)
33. Oracle. (2013) "Utilities and Big Data: Accelerating the Drive to Value, " Oracle, http://www.oracle.com/us/industries/utilities/oracle-utilities-2013-report-1977336.pdf (current March 7, 2014)
34. Palfreyman, J. (2013) "Big Data-Vexed by Veracity?, " http://insights-on-business.com/government/big-datavexed-by-veracity/ (current March 7, 2014)
35. Power, D.J. (2007) "A Brief History of Decision Support Systems, " DSSResources. com, http://DSSResources.COM/history/dsshistory.html, version 4.0 (current March 7, 2014)
36. Read, K. (2013) "Is 'In-Memory' Always the Right Choice?" Business Intelligence Journal, (18)1, pp. 46-50
37. Rose, S. (2013) "Telematics: How Big Data is Transforming the Auto Insurance Industry, " SAS White Paper, SAS. http://www.sas.com/resources/whitepaper/wp_56343.pdf, (current March 7, 2014)
38. Rudin, K. (2010) "Actionable Analytics at Zynga: Leveraging Big Data to Make Online Games More Fun and Social, " TDWI BI Executive Summit, San Diego, CA, USA, http://tdwi.org/videos/2010/08/actionable-analytics-atzynga-leveraging-big-data-to-make-online-games-more-fun-and-social.aspx (current March 7, 2014)
39. Russom, P. (2011) "Big Data Analytics, " TDWI Best Practices Report. Seattle: The Data Warehousing Institute, Fourth Quarter, http://tdwi.org/research/2011/09/best-practices-report-q4-big-data-analytics.aspx (current March 7, 2014)
40. Russom, P. (2013) "Integrating Hadoop into Business Intelligence and Data Warehousing, " TDWI Best Practices Report. Seattle, WA, USA, The Data Warehousing Institute. Second Quarter, http://tdwi.org/research/2013/04/tdwi-best-practices-report-integrating-hadoop-into-business-intelligence-anddata-warehousing.aspx (current March 7, 2014)
41. Schroeck, M., R. Schockley, J. Smart, D. Romero-Morales and P. Tufano (2012) "Analytics: The Real-World Use of Big Data", IBM Institute for Business Value, http://www-935.ibm.com/services/us/gbs/thoughtleadership/ibvbig-data-at-work.html (current March 7, 2014)
42. Sicular, S. (2013) "Gartner's Big Data Definition Consists of Three Parts, Not to Be Confused with Three 'V's, " Forbes, http://www.forbes.com/sites/gartnergroup/2013/03/27/gartners-big-data-definition-consists-of-threeparts-not-to-be-confused-with-three-vs/ (current March 7, 2014)
43. van Groningen, M. (2009) "Introduction to Hadoop, " TRIFORK Blog, http://blog.trifork.com/2009/08/04/introductionto-hadoop/ (current March 7, 2014)
44. Watson, H.J. and L. Volonino (2000) "Harrah's High Payoff from Customer Information, " W. Eckerson and H.J. Watson (eds.), Harnessing Customer Information for Strategic Advantage: Technical Challenges and Business Solutions, Seattle, WA, USA: The Data Warehousing Institute, www.teradataunivesitynetwork.com (current March 7, 2014)
45. Watson, H. J. (2009a) "Tutorial: Business Intelligence-Past, Present, and Future, " Communications of the Association for Information Systems, (25)39, http://aisel.aisnet.org/cais/vol25/iss1/39 (current March 7, 2014)
46. Watson, H.J., J.A. Hofer and B.H. Wixom (2009b) "RetailStore. com, " Teradata University Network, http://teradatauniversitynetwork.com (current March 7, 2014)
47. Watson, H.J. and T. Leonard (2011) "U.S. Xpress: Where Trucks and BI Hit the Road, " Business Intelligence Journal, (16)1, pp. 4-7
48. Watson, H.J. (2012) "This Isn't Your Mother's BI Architecture, " Business Intelligence Journal, (17)1, pp. 4-6
49. Watson, H.J. (2013a) "All about Analytics, " International Journal of Business Intelligence Research, (4)2, pp.13-28
50. Watson, H.J., B.H. Wixom and T. Ariyachandra (2013b) "Insights on Hiring for BI and Analytics, " Business Intelligence Journal, (18)2, pp. 4-7
51. Watson, H.J. and O. Marjanovic (2013c) "Big Data: The Fourth Data Management Generation, " Business Intelligence Journal, (18)3, pp.4-7
52. Williams, S. (2004) "Assessing BI Readiness: A Key to BI ROI, " Business Intelligence Journal, Summer 2004
53. Wyllie, D. (2013) "How 'Big Data' is Helping Law Enforcement, " PoliceOne. com, http://www.policeone.com/policeproducts/ investigation/articles/6396543-How-Big-Data-is-helping-law-enforcement/ (current March 7, 2014)