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Erschienen in: The European Journal of Health Economics 3/2013

01.06.2013 | Original Paper

Diffusion of innovations in social interaction systems. An agent-based model for the introduction of new drugs in markets

verfasst von: Julio Pombo-Romero, Luis M. Varela, Carlos J. Ricoy

Erschienen in: The European Journal of Health Economics | Ausgabe 3/2013

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Abstract

The existence of imitative behavior among consumers is a well-known phenomenon in the field of Economics. This behavior is especially common in markets determined by a high degree of innovation, asymmetric information and/or price-inelastic demand, features that exist in the pharmaceutical market. This paper presents evidence of the existence of imitative behavior among primary care physicians in Galicia (Spain) when choosing treatments for their patients. From this and other evidence, we propose a dynamic model for determining the entry of new drugs into the market. To do this, we introduce the structure of the organization of primary health care centers and the presence of groups of doctors who are specially interrelated, as well as the existence of commercial pressure on doctors. For modeling purposes, physicians are treated as spins connected in an exponentially distributed complex network of the Watts-Strogatz type. The proposed model provides an explanation for the differences observed in the patterns of the introduction of technological innovations in different regions. The main cause of these differences is the different structure of relationships among consumers, where the existence of small groups that show a higher degree of coordination over the average is particularly influential. The evidence presented, together with the proposed model, might be useful for the design of optimal strategies for the introduction of new drugs, as well as for planning policies to manage pharmaceutical expenditure.
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Literatur
1.
Zurück zum Zitat Díaz Grávalos, G.J., Palmeiro, G.: Opinión de los médicos de Atención Primaria de Ourense sobre algunos aspectos de su prescripción farmacéutica. Rev. Esp. Salud Pública v.75(4) (2001) Díaz Grávalos, G.J., Palmeiro, G.: Opinión de los médicos de Atención Primaria de Ourense sobre algunos aspectos de su prescripción farmacéutica. Rev. Esp. Salud Pública v.75(4) (2001)
2.
Zurück zum Zitat Brunnermeier, Markus Konrad (ed.): Asset Pricing Under Asymmetric Information: Bubbles, Crashes, Technical Analysis, and Herding. Oxford University Press, Oxford (2001) Brunnermeier, Markus Konrad (ed.): Asset Pricing Under Asymmetric Information: Bubbles, Crashes, Technical Analysis, and Herding. Oxford University Press, Oxford (2001)
3.
Zurück zum Zitat Krugman, P.: The self organizing economy. Blackwell, Boston (1996) Krugman, P.: The self organizing economy. Blackwell, Boston (1996)
4.
Zurück zum Zitat Li, Ji., Lee, L.-F.: Binary choice under social interactions: an empirical study with and without subjective data in expectations. J. Appl. Econ. 24, 257–281 (2009)CrossRef Li, Ji., Lee, L.-F.: Binary choice under social interactions: an empirical study with and without subjective data in expectations. J. Appl. Econ. 24, 257–281 (2009)CrossRef
5.
Zurück zum Zitat Manski, C.F.: Economic analysis of social interactions. NBER Working Paper 7580 (2000) Manski, C.F.: Economic analysis of social interactions. NBER Working Paper 7580 (2000)
6.
Zurück zum Zitat Brock, A., Durlauf, S.N.: Discrete choice with social interactions. Rev. Econ. Stud. 68(2), 235–260 (2001)CrossRef Brock, A., Durlauf, S.N.: Discrete choice with social interactions. Rev. Econ. Stud. 68(2), 235–260 (2001)CrossRef
7.
Zurück zum Zitat Turner, J.C.: Rediscovering the social group. Blackwell, Oxford (1987) Turner, J.C.: Rediscovering the social group. Blackwell, Oxford (1987)
8.
Zurück zum Zitat Heston, S.L.: A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev. Financ. Stud. 6, 367 (1993)CrossRef Heston, S.L.: A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev. Financ. Stud. 6, 367 (1993)CrossRef
9.
Zurück zum Zitat Queirós, S.M.,Anteneodo, D.,Tsallis, C.: Noise and fluctuation in econophysics and finance. SPIE, Bellingham, vol. 151 (2005) Queirós, S.M.,Anteneodo, D.,Tsallis, C.: Noise and fluctuation in econophysics and finance. SPIE, Bellingham, vol. 151 (2005)
10.
Zurück zum Zitat Borland, L., Bouchaud, J.P.: A non-Gaussian option pricing model with skew. Quant. Finance. 4, 499 (2004)CrossRef Borland, L., Bouchaud, J.P.: A non-Gaussian option pricing model with skew. Quant. Finance. 4, 499 (2004)CrossRef
11.
Zurück zum Zitat Lux, T., Marchesi, M.: Scaling and criticality in a stochastic multi-agent model of a financial market. Nature 397, 498 (1999)CrossRef Lux, T., Marchesi, M.: Scaling and criticality in a stochastic multi-agent model of a financial market. Nature 397, 498 (1999)CrossRef
12.
Zurück zum Zitat Sabatelli, L., Richmond, P.: Langevin processes, agent models and socio-economic systems. Phys. A 314, 762 (2004) Sabatelli, L., Richmond, P.: Langevin processes, agent models and socio-economic systems. Phys. A 314, 762 (2004)
13.
Zurück zum Zitat Rogers, E.M.: Diffusion of innovations. Free, New York (2003) Rogers, E.M.: Diffusion of innovations. Free, New York (2003)
14.
Zurück zum Zitat Solow, R.M.: Technical change and the aggregate production function. Rev. Econ. Stat. 3(3), 312–320 (1957)CrossRef Solow, R.M.: Technical change and the aggregate production function. Rev. Econ. Stat. 3(3), 312–320 (1957)CrossRef
15.
Zurück zum Zitat Gort, M., Klepper, S.: Time paths in the diffusion of product innovations. Econ J. Royal Econ. Soc. 92(367), 630 (1982)CrossRef Gort, M., Klepper, S.: Time paths in the diffusion of product innovations. Econ J. Royal Econ. Soc. 92(367), 630 (1982)CrossRef
16.
Zurück zum Zitat Skinner, J.Staiger, D.: Technology adoption from hybrid corn to beta blockers. NBER Working Papers 11251, National Bureau of Economic Research, Inc. (2005) Skinner, J.Staiger, D.: Technology adoption from hybrid corn to beta blockers. NBER Working Papers 11251, National Bureau of Economic Research, Inc. (2005)
17.
Zurück zum Zitat Albert, R., Barabási, A.L.: Statistical mechanics of complex networks. Rev. Mod. Phys. 74, 47 (2002)CrossRef Albert, R., Barabási, A.L.: Statistical mechanics of complex networks. Rev. Mod. Phys. 74, 47 (2002)CrossRef
18.
Zurück zum Zitat Watts, D.J., Strogatz, M.: Small worlds. Oxford University Press, Oxford, MA (2000) Watts, D.J., Strogatz, M.: Small worlds. Oxford University Press, Oxford, MA (2000)
19.
Zurück zum Zitat Grandy, W.T. Jr.: Foundations of statistical mechanics, vol. I: Equilibrium theory. Reidel, Dordrecht (1987) Grandy, W.T. Jr.: Foundations of statistical mechanics, vol. I: Equilibrium theory. Reidel, Dordrecht (1987)
20.
Zurück zum Zitat Dorogotsev, S.N, Goltsev, A.V., Mendes, J.F.F.: Critical phenomena in complex networks. Phys. Rev. E 66, 016104 (2002) Dorogotsev, S.N, Goltsev, A.V., Mendes, J.F.F.: Critical phenomena in complex networks. Phys. Rev. E 66, 016104 (2002)
21.
Zurück zum Zitat Moreno, Y., Pastor-Satorras, R., Vespignani, A.: Epidemic outbreaks in complex heterogeneous networks. Eur. Phys. J. B 26, 521 (2002) Moreno, Y., Pastor-Satorras, R., Vespignani, A.: Epidemic outbreaks in complex heterogeneous networks. Eur. Phys. J. B 26, 521 (2002)
22.
Zurück zum Zitat Chakrabati, B.K., Maggs, A.C.: Ising model on a self-avoiding walk. J. Phys. A. 18, 373 (1985)CrossRef Chakrabati, B.K., Maggs, A.C.: Ising model on a self-avoiding walk. J. Phys. A. 18, 373 (1985)CrossRef
23.
Zurück zum Zitat Manski, C.F.: Identification of endogenous social effects: the reflection problem. Rev. Econ. Stud. 60(3), 531 (1993)CrossRef Manski, C.F.: Identification of endogenous social effects: the reflection problem. Rev. Econ. Stud. 60(3), 531 (1993)CrossRef
24.
Zurück zum Zitat Amit, D.J., Verbin, Y.: Statistical physics: an introductory course. World Scientific, Singapore (1999)CrossRef Amit, D.J., Verbin, Y.: Statistical physics: an introductory course. World Scientific, Singapore (1999)CrossRef
25.
Zurück zum Zitat Goozner, M.: The $800 million pill: the truth behind the cost of new drugs. University of California Press, Berkeley (2004) Goozner, M.: The $800 million pill: the truth behind the cost of new drugs. University of California Press, Berkeley (2004)
26.
Zurück zum Zitat Pombo, J. Varela, L.M., Ricoy, C.J.: Evolución del gasto farmacéutico: Efectos adversos que no figuran en los prospectos. Cuadernos IDEGA-Análise Económica 38 (2009) Pombo, J. Varela, L.M., Ricoy, C.J.: Evolución del gasto farmacéutico: Efectos adversos que no figuran en los prospectos. Cuadernos IDEGA-Análise Económica 38 (2009)
27.
Zurück zum Zitat Portela, M., Pombo, J., Tasende, M.: Hipercolesterolemia Familiar Heterocigota: estudio de utilización de estatinas en condiciones de práctica clínica. Atención Primaria 38(6), 333 (2006)CrossRef Portela, M., Pombo, J., Tasende, M.: Hipercolesterolemia Familiar Heterocigota: estudio de utilización de estatinas en condiciones de práctica clínica. Atención Primaria 38(6), 333 (2006)CrossRef
28.
Zurück zum Zitat Bech, M., Lauridsen, J.: Exploring spatial patterns in general practice expenditure. Eur. J. Health Econ. 10, 243 (2009)PubMedCrossRef Bech, M., Lauridsen, J.: Exploring spatial patterns in general practice expenditure. Eur. J. Health Econ. 10, 243 (2009)PubMedCrossRef
29.
Zurück zum Zitat Burke, M., Fournier, G., Prasad, K.: Physician social networks and geographical variation in medical care. Florida State University, Mimeo (2004) Burke, M., Fournier, G., Prasad, K.: Physician social networks and geographical variation in medical care. Florida State University, Mimeo (2004)
30.
Zurück zum Zitat Wang, Z.: The convergence of health care expenditure in the US states. Health Econ., 18(1), 55 (2009)CrossRef Wang, Z.: The convergence of health care expenditure in the US states. Health Econ., 18(1), 55 (2009)CrossRef
31.
Zurück zum Zitat Herrero, C.P.: Ising model in small-world networks. Phys. Rev. E 65, 066110 (2002)CrossRef Herrero, C.P.: Ising model in small-world networks. Phys. Rev. E 65, 066110 (2002)CrossRef
32.
Zurück zum Zitat Coleman, J., Katz, E.: The diffusion of an innovation among physicians. Sociometry 4(20), 257 (1957) Coleman, J., Katz, E.: The diffusion of an innovation among physicians. Sociometry 4(20), 257 (1957)
33.
Zurück zum Zitat Griliches, Z.: Hybrid corn: An exploration in the economics of technological change. Econometrica 25, 501 (1957)CrossRef Griliches, Z.: Hybrid corn: An exploration in the economics of technological change. Econometrica 25, 501 (1957)CrossRef
34.
Zurück zum Zitat Mudambi, R., et al.: Plurality versus proportional representation: an analysis of Sicilian elections. Public Choice 86(3–4), 341–357 (1996)CrossRef Mudambi, R., et al.: Plurality versus proportional representation: an analysis of Sicilian elections. Public Choice 86(3–4), 341–357 (1996)CrossRef
35.
Zurück zum Zitat Hill, T.L.: An introduction to statistical thermodynamics. Dover, New York (1986) Hill, T.L.: An introduction to statistical thermodynamics. Dover, New York (1986)
36.
Zurück zum Zitat Erdös, P., Rényi, A.: On random graphs. Publ. Math. 6, 290 (1959) Erdös, P., Rényi, A.: On random graphs. Publ. Math. 6, 290 (1959)
Metadaten
Titel
Diffusion of innovations in social interaction systems. An agent-based model for the introduction of new drugs in markets
verfasst von
Julio Pombo-Romero
Luis M. Varela
Carlos J. Ricoy
Publikationsdatum
01.06.2013
Verlag
Springer-Verlag
Erschienen in
The European Journal of Health Economics / Ausgabe 3/2013
Print ISSN: 1618-7598
Elektronische ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-012-0388-5

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