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Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial Engineering Department, Universidad de los Andes (Colombia) Arjen van Witteloostuijn Management Department, University of Antwerp (Belgium) Artificial Economics 2011, The Hague, Sept. 1-2,

Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Page 1: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

Firm Entry Diversity, Resource Space Heterogeneity and Market Structure

César García-DíazManagement Department, University of Antwerp (Belgium)

Industrial Engineering Department, Universidad de los Andes (Colombia)

Arjen van WitteloostuijnManagement Department, University of Antwerp (Belgium)

Artificial Economics 2011, The Hague, Sept. 1-2, 2011

Page 2: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Agenda

• Theoretical background• Research questions• The model• Findings• Conclusions

Page 3: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Theoretical background

Success in founding attempts

Founding attempts

Market structure (concentration +

density)

Population founding

Organizational mortality

*Adapted from Carroll & Kessina (2005).

Page 4: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Success in founding attempts

Founding attempts

Market structure (concentration +

density)

Population founding

Organizational mortality

Theoretical background

“Second selection process”

Page 5: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Theoretical background

Success in founding attempts

Founding attempts

Market structure (concentration +

density)

Population founding

Organizational mortality

“First selection process”

Page 6: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Theoretical background

• Diversifying (de alio) firms have significantly lower mortality rates than new start-ups (de novo firms) in many industries (Carroll and Khesina 2005).

• Diversifying entrants outcompete new start-ups in turbulent environments, but such an outcome is reversed when new start-ups have strong learning capacities (Ganco and Agarwal 2009).

• “For selection processes to be meaningful, organizations must exhibit stable sources of heterogeneity. Organizational adaptation may contribute to these stable sources of organizational level differences that, in turn, form the basis of differential selection” (Levinthal 1997: 934).

Page 7: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Research questions

• What is the effect of both consumer heterogeneity and firm entry variation on market structure?

• How do selection-based results depend on the available heterogeneity at the source (entry diversity)?

Page 8: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model – The resource space

NkbCBP

bCBPN

iiti

ktktk ,...,2,1,

)1(

)1(

11,

1,,

Prob. of entering at position k

Page 9: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model –Firm behavior Production costs

)(),( tVWFWtQC iViFiiPROD

)()( tVAFtQ iii

)()(..

)(min

tVAFtQas

tC

iii

iPROD

Niche-width costs

)()()( twtwNWCtC li

ui

iNW Large-scale firm Small-scale firm

Page 10: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model – Firm entry

• Density dependence model (Carroll and Hannan 2000). Number of entrants is drawn from a negative binomial distribution with probability O/(O+lambda); O = “overdispersion” parameter = 2 (Lee and Harrison 2001).

Page 11: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model - Dynamics

• Density dependence model parameters are adjusted following Lee and Harrison (2001).

• Firms may expand vertically and horizontally using similar rules to set prices. Firms check values of incremental profits and expand in the most attractive direction. Niche centres are updated accordingly.

• Firms leave the market when reaching negative cumulative profits.

Page 12: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model – Price setting

)1(

minmin

,,

,

*, N

kncP

SiU

SiU

iti

ttk

itk

tktk

}/)()1(,)1(

min{ max* QQC

N

kncPP

iti

t

Minimum cost

Firm’s price

Page 13: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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The model – Firm entry diversity

jiji

jiij ppddiversity,

• Variable d represents the distance (disparity) between two different Q efficient quantity points (at the LRAC); p’s represent their proportions in a beta distribution. The lower the beta, the higher the diversity.

Page 14: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Property 1: Tailed spaces give conditions for resource-partitioning outcomesonly when entry diversity is high (density-dependent entry).

Page 15: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Resource partitioning: high concentration – high density (constant entry rate)

Page 16: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Property 2: Low entry diversity coupled with highly heterogeneous resourcespaces generated a market shakeout characterized by an increasing number of firmsthat first reaches a peak, to be followed by a sharp decline.

Page 17: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Property 3: Rectangular spaces generate fragmented market structures composedof small firms under high entry diversity, and homogeneous markets withmedium-sized similar firms under low entry diversity.

Page 18: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Property 4: The rate of market concentration change increases as entry diversitydecreases.

Page 19: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Example – entrepreneurial inertia

*Ruef (2006)

Page 20: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Findings

Property 5: In tailed resource spaces, the dominance of the largest-scale firms atthe market center is weakened as entry diversity increases. In all cases, most firms atthe center have a larger scale than most survivors at the periphery, but proliferationof small-sized firms is only observed under high entry diversity.

Page 21: Firm Entry Diversity, Resource Space Heterogeneity and Market Structure César García-Díaz Management Department, University of Antwerp (Belgium) Industrial

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Thank you!