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  • March 2017 (Revised March 2022)
  • Case

Flashion: Art vs. Science in Fashion Retailing

By: Kris Ferreira and Karim R. Lakhani
Kate Wilson, retail analytics manager at Flashion, a fashion flash-sale site, is tasked with developing analytics to optimize pricing for first-exposure products on the site. Many in the industry have relied on years of experience and intuition to determine pricing—can... View Details
Keywords: Analytics; Pricing; Data; Service Operations; Forecasting and Prediction; Internet and the Web; Technology Adoption; Mathematical Methods; Decision Making; E-commerce; Retail Industry; Fashion Industry; United States
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Ferreira, Kris, and Karim R. Lakhani. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Case 617-059, March 2017. (Revised March 2022.)
  • June 2019
  • Supplement

Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics

By: Michael W. Toffel and Dan Levy
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Toffel, Michael W., and Dan Levy. "Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics." Harvard Business School PowerPoint Supplement 619-718, June 2019.
  • 2012
  • Book

Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data

By: Thomas H. Davenport
This book, an edited collection of research papers from the International Institute of Analytics, addresses a wide variety of key topics in managing business analytics and big data at the enterprise level. It includes key applications of analytics, human and... View Details
Keywords: Business Analytics; Big Data; Business or Company Management; Analytics and Data Science; Management Practices and Processes; Mathematical Methods; Information Management
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Davenport, Thomas H., ed. Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data. FT Press, 2012.
  • 1990
  • Book

Research on Negotiation in Organizations: A Series of Analytical Essays and Critical Reviews

By: B. H. Sheppard, M. H. Bazerman and R. J. Lewicki
Keywords: Organizations; Negotiation
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Sheppard, B. H., M. H. Bazerman and R. J. Lewicki, eds. Research on Negotiation in Organizations: A Series of Analytical Essays and Critical Reviews. Vol. 3. JAI Press, 1990.
  • June 2019
  • Supplement

Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics

By: Michael W. Toffel and Dan Levy
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Toffel, Michael W., and Dan Levy. "Improving Worker Safety in the Era of Machine Learning: Practicum in Predictive Analytics." Harvard Business School Spreadsheet Supplement 619-719, June 2019.
  • October 2012 (Revised October 2016)
  • Case

Predilytics

By: Robert F. Higgins and Annelena Lobb
The management team at Predilytics, a healthcare analytics firm, must decide whether to accept a Series A venture capital financing deal. The company provided analytic services to healthcare plans, typically Medicare Advantage plans, in efforts to draw conclusions from... View Details
Keywords: Analytics; Healthcare; Medicare; Health Care and Treatment; Mathematical Methods; Health Industry; New England; United States
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Higgins, Robert F., and Annelena Lobb. "Predilytics." Harvard Business School Case 813-023, October 2012. (Revised October 2016.)
  • 2018
  • Chapter

Competing Interests

By: Joel Goh
Book Abstract: The editors, aided by a team of internationally acclaimed experts, have curated this timely volume to help newcomers and seasoned researchers alike to rapidly comprehend a diverse set of thrusts and tools in this rapidly growing cross-disciplinary field.... View Details
Keywords: Healthcare; Analytics; Health Care and Treatment; Research; Competition
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Goh, Joel. "Competing Interests." Chap. 4 in Handbook of Healthcare Analytics: Theoretical Minimum for Conducting 21st Century Research on Healthcare Operations, edited by Tinglong Dai and Sridhar Tayur, 51–78. John Wiley & Sons, 2018.
  • August 2019
  • Case

Bark Gift Shop Ltd.

By: Susanna Gallani, Jan Bouwens and Peter Kroos
This case describes a setting in which the CFO of Bark Gift Shop Ltd., a gift items retailer, discovers an undesired pattern in the performance data suggesting that her shop managers that perform well during the first part of the year, purposely reduce their effort in... View Details
Keywords: Data Analytics; Employees; Behavior; Performance; Management; Goals and Objectives; Motivation and Incentives; Analysis
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Gallani, Susanna, Jan Bouwens, and Peter Kroos. "Bark Gift Shop Ltd." Harvard Business School Case 120-008, August 2019.
  • October 2012
  • Article

Data Scientist: The Sexiest Job of the 21st Century

Key to the effective use of big data are the analytical professionals known as "data scientists," who can both manipulate large and unstructured data sources and create insights from them. Data scientists are difficult to hire and retain, but their skills will be... View Details
Keywords: Big Data; Data Scientists; Business Analytics; Analytics and Data Science; Mathematical Methods; Jobs and Positions
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Davenport, Thomas H., and D. J. Patil. "Data Scientist: The Sexiest Job of the 21st Century." Harvard Business Review 90, no. 10 (October 2012): 70–76.
  • 2006
  • Other Unpublished Work

Analytical Dilemmas in the Study of Accountability: Center for Democracy and the Third Sector, Georgetown University

By: Alnoor Ebrahim
Keywords: Governance
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Ebrahim, Alnoor. "Analytical Dilemmas in the Study of Accountability: Center for Democracy and the Third Sector, Georgetown University." Georgetown University, Center for Democracy and the Third Sector, January 2006.
  • Teaching Interest

Overview

I served as a Teaching Fellow for the Applied Business Analytics second-year MBA course. This course sought to teach MBA students how businesses can improve their strategic decisions using statistics and machine learning techniques. (e.g., regression models, random... View Details
Keywords: Analytics; Machine Learning; Statistics
  • April 2022 (Revised August 2022)
  • Case

Antler

By: Dennis Campbell and Iuliana Mogosanu
The case describes the founding, development, and scaling of Antler, an early-stage investment platform that invests in entrepreneurs pre-team and, in many cases, even pre-idea. The case explores the economics of venture capital investing at such an early stage and the... View Details
Keywords: Platform; Technology; Analytics; Venture Capital; Entrepreneurship; Information Technology; Expansion; Financial Services Industry
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Campbell, Dennis, and Iuliana Mogosanu. "Antler." Harvard Business School Case 122-090, April 2022. (Revised August 2022.)
  • July 2020
  • Supplement

PeopleAnswers (B): The Infor Acquisition

By: Daniel P. Gross
In the fall of 2009, founder and CEO Gab Goncalves has turned PeopleAnswers, Inc. from a fledgling startup to a steadily growing company of nearly 50 employees and $10 million recurring revenue. PeopleAnswers provides people analytics software which its clients use to... View Details
Keywords: People Analytics; Entrepreneurship; Strategy; Growth and Development; Human Resources; Selection and Staffing; Mergers and Acquisitions
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Gross, Daniel P. "PeopleAnswers (B): The Infor Acquisition." Harvard Business School Supplement 720-433, July 2020.
  • September 2020 (Revised March 2022)
  • Case

JOANN: Joannalytics Inventory Allocation Tool

By: Kris Ferreira and Srikanth Jagabathula
Michael Joyce, Vice President of Inventory Management at JOANN, championed an effort to develop and implement an inventory allocation analytics tool that used advanced analytics to predict in-season demand of seasonal items for each of JOANN’s nearly 900 stores and... View Details
Keywords: Analytics; Machine Learning; Optimization; Inventory Management; Mathematical Methods; Decision Making; Operations; Supply Chain Management; Resource Allocation; Distribution; Technology Adoption; Applications and Software; Change Management; Fashion Industry; Consumer Products Industry; Retail Industry; United States; Ohio
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Ferreira, Kris, and Srikanth Jagabathula. "JOANN: Joannalytics Inventory Allocation Tool." Harvard Business School Case 621-055, September 2020. (Revised March 2022.)
  • spring 1983
  • Article

A Financial Planning Model for an Analytic Review: The Case of a Savings and Loan Association

By: Robert S. Kaplan
Keywords: Finance; Planning; Financing and Loans; Saving; Financial Institutions; Financial Services Industry; Banking Industry
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Kaplan, Robert S. "A Financial Planning Model for an Analytic Review: The Case of a Savings and Loan Association." Auditing (spring 1983): 52–65.
  • Winter 2012
  • Article

Is a Nuclear Deal with Iran Possible?: An Analytical Framework for the Iran Nuclear Negotiations

By: James K. Sebenius and Michael K. Singh
Varied diplomatic approaches by multiple negotiators over several years have failed to conclude a nuclear deal with Iran. Mutual hostility, misperception, and flawed diplomacy may be responsible. Yet, more fundamentally, no mutually acceptable deal may exist. To assess... View Details
Keywords: Nuclear Proliferation; Zone Of Possible Agreement; International Relations; Negotiation; Iran; United States
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Sebenius, James K., and Michael K. Singh. "Is a Nuclear Deal with Iran Possible? An Analytical Framework for the Iran Nuclear Negotiations." International Security 37, no. 3 (Winter 2012): 52–91.
  • 2006
  • Case

Strategies for Preventing a Knowledge-Loss Crisis

When employees leave an organization, they depart with more than what they know; they also leave with critical knowledge about who they know. Thus, the departure of key people can significantly affect the relationship structure and consequent functioning of an... View Details
Keywords: Analytics; Networks; Knowledge Management; Resignation and Termination
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Davenport, Thomas H., and Salvatore Parise. "Strategies for Preventing a Knowledge-Loss Crisis." 2006.
  • May 2018
  • Case

The Multiple Myeloma Research Foundation's Answer Fund

By: Richard G. Hamermesh and Matthew G. Preble
Keywords: Data Analytics; Customer Focus and Relationships; Customer Relationship Management; Cost vs Benefits; Investment Return; Health Care and Treatment; Innovation Leadership; Intellectual Property; Knowledge Sharing; Knowledge Dissemination; Leadership; Leading Change; Resource Allocation; Goals and Objectives; Marketing Communications; Performance; Programs; Projects; Business and Community Relations; Business and Stakeholder Relations; Networks; Partners and Partnerships; Research and Development; Genetics; Behavior; Motivation and Incentives; Social and Collaborative Networks; Nonprofit Organizations; Strategy; Health Industry; Pharmaceutical Industry; Biotechnology Industry; United States
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Hamermesh, Richard G., and Matthew G. Preble. "The Multiple Myeloma Research Foundation's Answer Fund." Harvard Business School Case 818-045, May 2018.
  • 2009
  • Case

The Prediction Lover's Handbook

By: Thomas H. Davenport and Jeanne G. Harris
When picking assessment tools to inform better decisions about future paths, executives are faced with a wide variety of options--some of which are well established, while others are in early stages of development. The authors provide an insider's guide to prediction... View Details
Keywords: Analytics; Analysis; Forecasting and Prediction
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Davenport, Thomas H., and Jeanne G. Harris. "The Prediction Lover's Handbook." 2009.
  • Article

Private and Civil Society Governors of Mercury Pollution from Artisanal and Small-scale Gold Mining: A Network Analytic Approach

By: Kristin Sippl
Artisanal and small-scale gold mining (ASGM) is both a subsistence livelihood for millions of people and the leading source of mercury pollution globally. The United Nation’s 2013 Minamata Convention on Mercury aims to address this challenge, but such public regulatory... View Details
Keywords: Artisanal And Small-scale Mining (ASM); Private Governance; Gold; Mercury; Mining; Governance; Networks; Pollutants; Research
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Sippl, Kristin. "Private and Civil Society Governors of Mercury Pollution from Artisanal and Small-scale Gold Mining: A Network Analytic Approach." Extractive Industries and Society 2, no. 2 (April 2015): 198–208.
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