Foreign Venture Capital Firms in a Cross-Border Context: Empirical Insights from India
Abstract
:1. Introduction
2. Foreign VC in India
3. Literature Review
3.1. Top Management Teams—Size and Composition
3.2. VC Syndication—Human and Social Capital
3.3. Research Gaps
4. Theory and Propositions
4.1. Role of Human Capital in Syndication by FVCFs in India
4.1.1. Ethnicity
4.1.2. Prior Founding Experience
4.1.3. Prior VC Investing Experience
4.1.4. Size of Investment Team
4.2. Role of Financial Capital in Syndication by FVCFs in India
5. Data and Methodology
5.1. Scope, Data and Methods of Analysis
5.2. Variables
5.2.1. Dependent Variable: Intensity of Syndication
5.2.2. Independent Variables
5.2.3. Control Variables
5.3. Data Analysis
5.3.1. Preliminary Data Analysis
5.3.2. Creation of Additional Variables
6. Results
7. Discussion
8. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Variable Name | Abbreviation | Data Source |
---|---|---|
Proportion Syndicated Deals | Syndicated | Venture Intelligence |
‘High’ Syndication (Above average Syndication) | High-Synd | Created |
Proportion Early Stage | Early Stage Focus | Venture Intelligence |
Proportion High-Tech | High-Tech Focus | Venture Intelligence |
VC Firm Age | Age | Venture Intelligence |
Aggregate Investments (2005–2013) in USD Mn | Investments | Venture Intelligence |
Historically Funded Deals (2005–2013) | Deals | Venture Intelligence |
Presence of Physical Office in India | India Office | Venture Intelligence |
Founding Experience in India | India Founders | Compiled from VC Firm websites |
Founding Experience Overseas | Overseas Founders | Compiled from VC Firm websites |
Erstwhile Technology Entrepreneurs | Tech Entrepreneurs | Compiled from VC Firm websites |
Erstwhile VC investing Experience | VC Investors | Compiled from VC Firm websites |
Team Size India | Team Size | Compiled from VC Firm websites |
Proportion India Origin Professionals | India Origin | Compiled from VC Firm websites |
Fund Size in USD Mn | Fund size | Compiled from VCCircle.com, Crunchbase.com, Yourstory.com |
Location Bangalore | Bangalore | Venture Intelligence |
Variables | N | Mean | Std. Deviation | Minimum | Maximum |
---|---|---|---|---|---|
Syndicated | 37 | 0.58 | 0.27 | 0 | 1 |
High-Synd | 37 | 0.54 | 0.51 | 0 | 1 |
Early Stage Focus | 37 | 0.61 | 0.23 | 0 | 1 |
High-Tech Focus | 37 | 0.71 | 0.30 | 0 | 1 |
Age | 37 | 8.00 | 2.01 | 2 | 14 |
Investments | 37 | 137.69 | 147.86 | 0 | 750 |
Deals | 37 | 22.32 | 24.93 | 2 | 110 |
India Office | 37 | 0.73 | 0.450 | 0 | 1 |
India Founders | 37 | 0.16 | 0.37 | 0 | 1 |
Overseas Founders | 37 | 0.32 | 0.47 | 0 | 1 |
Tech Entrepreneurs | 37 | 0.46 | 0.51 | 0 | 1 |
VC Investors | 37 | 0.65 | 0.48 | 0 | 1 |
Team Size | 37 | 6.27 | 5.27 | 1 | 28 |
India Origin | 37 | 0.79 | 0.30 | 0.11 | 1 |
Fund size | 37 | 328.64 | 295.47 | 0.21 | 1200 |
Bangalore | 37 | 0.30 | 0.46 | 0 | 1 |
1 | 2 (DV) | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | .793 ** | −.079 | .291 | .150 | .132 | .103 | −.239 | −.208 | .063 | −.057 | .011 | −.275 | .132 | −.165 | .209 |
2 | .793 ** | 1 | .024 | .359 * | −.055 | −.018 | .056 | −.195 | −.330 * | .059 | −.129 | .003 | −.369 * | .124 | −.242 | .244 |
3 | −.079 | .024 | 1 | .400 * | −.271 | .059 | .193 | −.322 | .289 | .338 * | .440 ** | −.252 | −.069 | .133 | −.190 | .154 |
4 | .291 | .359 * | .400 * | 1 | −.072 | −.017 | .010 | −.327 * | .078 | .250 | .240 | −.215 | −.230 | .347 * | −.283 | .246 |
5 | .150 | −.055 | −.271 | −.072 | 1 | .533 ** | .409 * | .337 * | .000 | −.378 * | −.191 | .371 * | .411 * | .079 | .404 * | .149 |
6 | .132 | −.018 | .059 | −.017 | .533 ** | 1 | .922 ** | .259 | .419 ** | −.215 | .158 | .262 | .352 * | .224 | .467 ** | .274 |
7 | .103 | .056 | .193 | .010 | .409 * | .922 ** | 1 | .280 | .367 * | −.087 | .228 | .254 | .333 * | .258 | .427 ** | .374 * |
8 | −.239 | −.195 | −.322 | −.327 * | .337 * | .259 | .280 | 1 | .103 | −.228 | −.050 | .444 ** | .312 | .288 | .257 | .396 * |
9 | −.208 | −.330* | .289 | .078 | .000 | .419 ** | .367 * | .103 | 1 | −.148 | .477 ** | .170 | .485 ** | .213 | .086 | .035 |
10 | .063 | .059 | .338 * | .250 | −.378 * | −.215 | −.087 | −.228 | −.148 | 1 | .751 ** | −.699 ** | −.225 | .044 | −.429 ** | .055 |
11 | −.057 | −.129 | .440 ** | .240 | −.191 | .158 | .228 | −.050 | .477 ** | .751 ** | 1 | −.457 ** | .171 | .206 | −.281 | .112 |
12 | .011 | .003 | −.252 | −.215 | .371 * | .262 | .254 | .444 ** | .170 | −.699 ** | −.457 ** | 1 | .354 * | .075 | .381 * | .107 |
13 | −.275 | −.369* | −.069 | −.230 | .411 * | .352 * | .333 * | .312 | .485 ** | −.225 | .171 | .354 * | 1 | −.027 | .290 | −.091 |
14 | .132 | .124 | .133 | .347 * | .079 | .224 | .258 | .288 | .213 | .044 | .206 | .075 | −.027 | 1 | .089 | .310 |
15 | −.165 | −.242 | −.190 | −.283 | .404 * | .467 ** | .427 ** | .257 | .086 | −.429 ** | −.281 | .381 * | .290 | .089 | 1 | −.111 |
16 | .209 | .244 | .154 | .246 | .149 | .274 | .374 * | .396 * | .035 | .055 | .112 | .107 | −.091 | .310 | −.111 | 1 |
Original Variable | New Variable Created | Correlation of the Original Variable with the Dependent Variable | Correlation of the New Variable with the Dependent Variable | Average Value of the New Variable | |
---|---|---|---|---|---|
1 | Proportion Early Stage Deals | Indicator Variable - for proportion of early stage deals > 90 per cent | 0.024 | −0.2 | 0.11 |
2 | Historically Funded Deals (2005–2013) | An inverted U relationship was found to exist between the Dependent variable and the number of historically funded deals. An Indicator Variable was created to capture this relationship (which takes the value 1 if the numbers of deals are between 7 and 28, otherwise 0) | 0.056 | 0.463 *** | 0.49 |
3 | VC Firm Age | Indicator Variable - for VC firm age < 5 | −0.055 | −0.1 | 0.08 |
4 | Proportion India Origin Professionals | Indicator variable for proportion India origin professionals < 25 percent | 0.124 | −0.2 | 0.11 |
5 | Fund Size (in USD Mn) | Indicator Variable for Fund Size > USD 600 Mn | −0.242 | −.385 ** | 0.19 |
Dependent Variable—High Syndicators: Takes value of 1 if the overall proportion of Syndicated Deals is > 58%, and 0 otherwise | |||||
---|---|---|---|---|---|
Model1 | Model2 | Model3 | Model4 | Model5 | |
Constant | −1.854 | 0.886 | 0.702 | 1.077 | 2.432 * |
Human Resources Related Variables | |||||
India-Origin (Indicator variable for Proportion of India-origin Professionals < 25%) | −2.712 ** | ||||
Team Size India | −0.207 ** | ||||
India Founders | −2.761 ** | ||||
VC Investors | 1.134 | ||||
Financial Resources Related Variables | |||||
Fund Size (Indicator Variable for Fund Size > USD 600 Mn) | −2.370 * | −0.349 ** | −3.099 ** | −2.493 * | |
Control Variables | |||||
Deals (Indicator Variable for 7 to 28 Historically Funded Deals) | 3.297 *** | ||||
Investments | 0.008 * | ||||
VC Age (Indicator Variable for VC Age < 5) | −0.344 | −3.125 * | |||
India Office | −2.722 ** | ||||
Early Stage Focus (Indicator Variable - Proportion Early Stage Deals > 90%) | −3.315 ** | ||||
High-Tech | 3.441 ** | ||||
Bangalore | 1.105 | 1.168 | 1.541 * | ||
Model Statistics | |||||
Number of Observations | 37 | 37 | 37 | 37 | 37 |
Model Chi-Square | 16.118 *** | 19.014 *** | 14.942 *** | 8.037 ** | 13.572 *** |
Pseudo R-Square (Nagelkerke R-Square) | 0.472 | 0.537 | 0.444 | 0.261 | 0.41 |
% Correctly Classified | 78.40% | 75.70% | 78.40% | 73.00% | 73.00% |
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Joshi, K.; Chandrashekar, D.; Brem, A.; Momaya, K.S. Foreign Venture Capital Firms in a Cross-Border Context: Empirical Insights from India. Sustainability 2019, 11, 6265. https://doi.org/10.3390/su11226265
Joshi K, Chandrashekar D, Brem A, Momaya KS. Foreign Venture Capital Firms in a Cross-Border Context: Empirical Insights from India. Sustainability. 2019; 11(22):6265. https://doi.org/10.3390/su11226265
Chicago/Turabian StyleJoshi, Kshitija, Deepak Chandrashekar, Alexander Brem, and Kirankumar S. Momaya. 2019. "Foreign Venture Capital Firms in a Cross-Border Context: Empirical Insights from India" Sustainability 11, no. 22: 6265. https://doi.org/10.3390/su11226265
APA StyleJoshi, K., Chandrashekar, D., Brem, A., & Momaya, K. S. (2019). Foreign Venture Capital Firms in a Cross-Border Context: Empirical Insights from India. Sustainability, 11(22), 6265. https://doi.org/10.3390/su11226265