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- Article
A Case for Contextual Intelligence
By: Tarun Khanna
In this perspective, I make a case for entrepreneurs and academics alike to focus on what I have referred to elsewhere as Contextual Intelligence, the ability to understand the limits of our knowledge, and to adapt that knowledge to a context different from the one in... View Details
Keywords: Contextual Intelligence; Institutional Voids; Entrepreneurship In Emerging Markets; Knowledge Use and Leverage; Situation or Environment; Developing Countries and Economies; Entrepreneurship
Khanna, Tarun. "A Case for Contextual Intelligence." Special Issue on Leveraging India: Strategies for Global Competitiveness. Management International Review 55, no. 2 (April 2015): 181–190.
- Article
Contextual Intelligence
By: Tarun Khanna
The author has come to a conclusion that may surprise you: trying to apply management practices uniformly across geographies is a fool's errand. Best practices simply don't travel well across borders. That's because conditions not just of economic development but of... View Details
Khanna, Tarun. "Contextual Intelligence." Harvard Business Review 92, no. 9 (September 2014): 58–68.
- June 12, 2006
- Article
Contextual Intelligence in Leadership
By: Tony Mayo
Keywords: Leadership
Mayo, Tony. "Contextual Intelligence in Leadership." Business World 26, no. 3 (June 12, 2006).
- January 2022
- Module Note
A Note on Contextual Intelligence
Elkins, Caroline M., Tarun Khanna, Vikram S. Gandhi, Karen G. Mills, and Leonard A. Schlesinger. "A Note on Contextual Intelligence." Harvard Business School Module Note 322-077, January 2022.
- August 2017 (Revised July 2019)
- Case
GROW: Using Artificial Intelligence to Screen Human Intelligence
By: Ethan Bernstein, Paul McKinnon and Paul Yarabe
Over 10% of all 2017 university graduates in Japan used GROW, an artificial intelligence platform and mobile app developed by Tokyo-based people analytics startup IGS, to recruit for a job. This case puts participants in the shoes of IGS founder and CEO Masahiro... View Details
Keywords: Big Data; Artificial Intelligence; Talent and Talent Management; Recruitment; Selection and Staffing; Human Resources; Information Technology; AI and Machine Learning; Analytics and Data Science; Financial Services Industry; Air Transportation Industry; Advertising Industry; Manufacturing Industry; Technology Industry; Japan
Bernstein, Ethan, Paul McKinnon, and Paul Yarabe. "GROW: Using Artificial Intelligence to Screen Human Intelligence." Harvard Business School Case 418-020, August 2017. (Revised July 2019.)
- September 2015 (Revised October 2015)
- Module Note
FIELD 2: Global Intelligence
- August 2014
- Module Note
FIELD 2: Global Intelligence
By: Felix Oberholzer-Gee, Alan MacCormack and Cassie Bordeau
- 2014
- Contribution
Entrepreneurship in Emerging Markets: Contextual Intelligence for the Study of Two Thirds of the World's Population
By: Tarun Khanna
In this paper, I review the concept of "institutional voids" that provides a way to understand the structure of emerging markets. These voids impede would-be buyers from getting together with would-be sellers, and hence compromise the functioning of markets.... View Details
Khanna, Tarun. "Entrepreneurship in Emerging Markets: Contextual Intelligence for the Study of Two Thirds of the World's Population." Contribution to Multidisciplinary Insights from New AIB Fellows. Vol. 16, edited by Jean J. Boddewyn, 221–238. Research in Global Strategic Management. Bingley, UK: Emerald Group Publishing, 2014.
- 2023
- Working Paper
Where Strategy Matters: Evidence from a Global Startup Field Study
By: Nataliya Langburd Wright
The role of strategy for innovative startups is theoretically ambiguous and much debated among
practitioners. I interviewed executives of 253 scaling software ventures from 34 countries and
scored the alignment of their market and organizational choices to detect... View Details
Keywords: Entrepreneurship And Strategy; Scaling Technology Ventures; Global Contextual Intelligence; Strategy; Entrepreneurship; Global Strategy; Growth and Development Strategy
Wright, Nataliya Langburd. "Where Strategy Matters: Evidence from a Global Startup Field Study." Harvard Business School Working Paper, No. 23-041, January 2023. (Revised July 2023.)
- April 2017
- Teaching Note
Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (A, B, C, D)
By: Tsedal Neeley and Nathan Overmeyer
Teaching Note for HBS Nos. 417-068, 417-069, 417-070, and 417-071. View Details
- April 2017
- Supplement
Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (C)
By: Tsedal Neeley and Esel Çekin
Supplements the (A) case. View Details
Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey
Neeley, Tsedal, and Esel Çekin. "Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (C)." Harvard Business School Supplement 417-070, April 2017.
- April 2017
- Case
Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (A)
By: Tsedal Neeley and Esel Çekin
Galya Frayman Molinas, President of Coca-Cola's Turkish business and a 20-year company veteran, is unexpectedly asked to take the helm of a newly expanded territory with operations across eight additional countries in Central Asia: Armenia, Azerbaijan, Georgia,... View Details
Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey
Neeley, Tsedal, and Esel Çekin. "Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (A)." Harvard Business School Case 417-068, April 2017.
- April 2017
- Supplement
Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (D)
By: Tsedal Neeley and Esel Çekin
Supplements the (A) case. View Details
Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey
Neeley, Tsedal, and Esel Çekin. "Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (D)." Harvard Business School Supplement 417-071, April 2017.
- April 2017
- Supplement
Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (B)
By: Tsedal Neeley and Esel Çekin
Supplements the (A) case. View Details
Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey
Neeley, Tsedal, and Esel Çekin. "Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (B)." Harvard Business School Supplement 417-069, April 2017.
- November 2024
- Supplement
AlphaGo (C): Birth of a New Intelligence
By: Shikhar Ghosh and Shweta Bagai
This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details
Keywords: AI; Artificial Intelligence; Machine Learning; Research; Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Information Technology; Research And Development; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; United States
Ghosh, Shikhar, and Shweta Bagai. "AlphaGo (C): Birth of a New Intelligence." Harvard Business School Supplement 825-075, November 2024.
- September 2019 (Revised January 2021)
- Case
Vispera: Visual Intelligence for Retail
By: Yael Grushka-Cockayne and Gamze Yucaoglu
The case opens in 2019 as Aytul Ercil, co-founder and CEO of Vispera, computer vision technology provider for retail, is contemplating the company’s agenda trying to decide how to prioritize the impeding options. The case chronicles the founding of Vispera, the... View Details
Keywords: Computer Vision Technology; Visual Analysis; Retail; Information Technology; Business Model; Operations; Performance Efficiency; Competitive Strategy; Decision Choices and Conditions; Global Strategy; Technology Industry; Retail Industry; Turkey
Grushka-Cockayne, Yael, and Gamze Yucaoglu. "Vispera: Visual Intelligence for Retail." Harvard Business School Case 620-022, September 2019. (Revised January 2021.)
- May 2024 (Revised March 2025)
- Case
Hakluyt: From Corporate Intelligence to Trusted Advisors
By: Joseph B. Fuller and Lena Duchene
Established in 1995 by a group of ex-British intelligence officers, Hakluyt & Company (Hakluyt) was a corporate advisory firm that generated insights by leveraging a unique blend of internal expertise and a global network of well-connected individuals. Since 2019, the... View Details
Keywords: Business Growth and Maturation; Business Model; Talent and Talent Management; Capital Structure; Cash Flow; Corporate Finance; Equity; Stock Shares; Corporate Governance; Business History; Compensation and Benefits; Recruitment; Leadership Style; Growth Management; Management Succession; Organizational Culture; Performance Evaluation; Networks; Partners and Partnerships; Business Strategy; Competitive Advantage; Transformation; Consulting Industry; Europe; United Kingdom; England; London
Fuller, Joseph B., and Lena Duchene. "Hakluyt: From Corporate Intelligence to Trusted Advisors." Harvard Business School Case 824-200, May 2024. (Revised March 2025.)
- July 2024
- Article
How Artificial Intelligence Constrains Human Experience
By: A. Valenzuela, S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino and K. Wertenbroch
Many consumption decisions and experiences are digitally mediated. As a consequence, consumer behavior is increasingly the joint product of human psychology and ubiquitous algorithms (Braun et al. 2024; cf. Melumad et al. 2020). The coming of age of Large Language... View Details
Keywords: Large Language Model; User Experience; AI and Machine Learning; Consumer Behavior; Technology Adoption; Risk and Uncertainty; Cost vs Benefits
Valenzuela, A., S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino, and K. Wertenbroch. "How Artificial Intelligence Constrains Human Experience." Journal of the Association for Consumer Research 9, no. 3 (July 2024): 241–256.
- 21 Mar 2018
- Research & Ideas
Why Artificial Intelligence Isn't a Sure Thing to Increase Productivity
future, 50 percent of all tasks currently done by humans could be done by machine learning and artificial intelligence,” says Prithwiraj (Raj) Choudhury, assistant professor at Harvard Business School. Overall, that could translate into a bump in View Details