Asymmetric social iteractions in physician prescription behavior: The role of opinion leaders

Authors Nair, Manchanda, Bhatia
Journal Journal of Marketing Research
Year 2010
Type Published Paper
Abstract The authors quantify the impact of social interactions and peer effects in the context of physicians' prescription choices. Using detailed individual-level prescription data, along with self-reported social network information, the authors document that physician prescription behavior is significantly influenced by the behavior of research-active specialists, or "opinion leaders," in the physician's reference group. The authors leverage a natural experiment in the category: New guidelines released about the therapeutic nature of the focal drug generated conditions in which physicians were more likely to be influenced by the behavior of specialist physicians in their network. The authors (1) find important, statistically significant peer effects that are robust across model specifications; (2) document asymmetries in response to marketing activity across nominators and opinion leaders; (3) measure the incremental value to firms of directing targeted sales force activity to these opinion leaders; and (4) present estimates of the social multiplier of detailing in this category.
Keywords Experimental economics, bibliometrics, lab experiments, field experiments
URL https://www.jstor.org/stable/20751550
Tags Archival Empirical  |   Consumer Decisions  |   Social Network Structure

Workplace peers and entrepreneurship

Authors Nanda, Sorensen
Journal Management Science
Year 2010
Type Published Paper
Abstract We examine whether the likelihood of entrepreneurial activity is related to the prior career experiences of an individual's coworkers, using a unique matched employer-employee panel data set. We argue that coworkers can increase the likelihood that an individual will perceive entrepreneurial opportunities as well as increase his or her motivation to pursue those opportunities. We find that an individual is more likely to become an entrepreneur if his or her coworkers have been entrepreneurs before. Peer influences also appear to be substitutes for other sources of entrepreneurial influence: we find that peer influences are strongest for those who have less exposure to entrepreneurship in other aspects
Keywords Entrepreneurship, peers, organizational studies, personnel
URL https://www.jstor.org/stable/40785246
Tags Archival Empirical  |   Manager / Firm Behavior

Peer effects in the trading decisions of individual investors

Authors Ng, Wu
Journal Financial Management
Year 2010
Type Published Paper
Abstract This study examines for evidence of peer effects in the trading decisions of individual investors from Mainland China, a country whose cultural and social structures are vastly different from those of Western countries. Cultural differences, as widely documented, play a significant role in social interactions and word-of-mouth behavior. In contrast to US studies, we find robust evidence that the trading decisions of Chinese investors are influenced, via word of mouth, by those of their peers who maintain brokerage accounts at the same branch, but not by those whose accounts are maintained at another branch located in the same city.
URL https://doi.org/10.1111/j.1755-053X.2010.01093.x
Tags Archival Empirical  |   Financing- and Investment Decisions (Individual)

An epidemic model of investor behavior

Authors Shive
Journal Journal of Financial and Quantitative Analysis
Year 2010
Type Published Paper
Abstract I test whether social influence affects individual investors' trading and stock returns. In each of the 20 most active stocks in Finland over 9 years, the number of owners in a municipality multiplied by the number of investors who do not own a stock, a measure of the rate of transmission of diseases and rumors through social contact, predicts individual investor trading. I control for known determinants of trade, including daily news, and show that competing explanations for the relation are unlikely. Socially motivated trades predict stock returns, and the effects are not reversed, suggesting that individuals share useful information. Individuals' susceptibility to social influence has declined during the period, but the opportunities for social influence have increased.
URL https://doi.org/10.1017/S0022109009990470
Tags Archival Empirical  |   Financing- and Investment Decisions (Individual)

Quality matters: The expulsion of professors and the consequences for PhD student outcomes in Nazi Germany

Authors Waldinger
Journal Journal of Political Economy
Year 2010
Type Published Paper
Abstract I investigate the effect of faculty quality on PhD student outcomes. To address the endogeneity of faculty quality I use exogenous variation provided by the expulsion of mathematics professors in Nazi Germany. Faculty quality is a very important determinant of short- and long-run PhD student outcomes. A one-standard-deviation increase in faculty quality increases the probability of publishing the dissertation in a top journal by 13 percentage points, the probability of becoming a full professor by 10 percentage points, the probability of having positive lifetime citations by 16 percentage points, and the number of lifetime citations by 6.3.
URL https://doi.org/10.1086/655976
Tags Archival Empirical  |   Productivity Spillovers

Social connections and incentives in the workplace: Evidence from personnel data

Authors Bandeira, Barankay, Rasul
Journal Econometrica
Year 2009
Type Published Paper
Abstract We present evidence on the effect of social connections between workers and managers on productivity in the workplace. To evaluate whether the existence of social connections is beneficial to the firm's overall performance, we explore how the effects of social connections vary with the strength of managerial incentives and worker's ability. To do so, we combine panel data on individual worker's productivity from personnel records with a natural field experiment in which we engineered an exogenous change in managerial incentives, from fixed wages to bonuses based on the average productivity of the workers managed. We find that when managers are paid fixed wages, they favor workers to whom they are socially connected irrespective of the worker's ability, but when they are paid performance bonuses, they target their effort toward high ability workers irrespective of whether they are socially connected to them or not. Although social connections increase the performance of connected workers, we find that favoring connected workers is detrimental for the firm's overall performance.
URL https://doi.org/10.3982/ECTA6496
Tags Archival Empirical  |   Manager / Firm Behavior  |   Productivity Spillovers

Mutual fund attributes and investor behavior

Authors Bollen
Journal Journal of Financial and Quantitative Analysis
Year 2009
Type Published Paper
Abstract I study the dynamics of investor cash flows in socially responsible mutual funds. Consistent with anecdotal evidence of loyalty, the monthly volatility of investor cash flows is lower in socially responsible funds than in conventional funds. I find strong evidence that cash flows into socially responsible funds are more sensitive to lagged positive returns than cash flows into conventional funds, and weaker evidence that cash outflows from socially responsible funds are less sensitive to lagged negative returns. These results indicate that investors derive utility from the socially responsible attribute, especially when returns are positive.
Keywords Mutual fund, social responsibility, cash flow, investor behavior, investor utility
URL https://doi.org/10.1017/S0022109000004142
Tags Archival Empirical  |   Asset Pricing, Trading Volume and Market Efficiency  |   Financing- and Investment Decisions (Individual)  |   Investment Decisions (Institutional)

Social interactions and entrepreneurial activity

Authors Giannetti, Simonov
Journal Journal of Economics and Management Strategy
Year 2009
Type Published Paper
Abstract We show that individuals residing in highly entrepreneurial neighborhoods are more likely to become entrepreneurs and invest more into their own businesses, even though their entrepreneurial profits are lower and their alternative job opportunities more attractive. Our results suggest that peer effects create nonpecuniary benefits from entrepreneurial activity and play an important role in the decision to become an entrepreneur. Alternative explanations, such as entry costs, social learning, and informal credit markets, are not supported by the data.
Keywords Social interaction, peer effects, entrepreneurial activity, entrepreneurs, spillovers
URL https://doi.org/10.1111/j.1530-9134.2009.00226.x
Tags Archival Empirical  |   Productivity Spillovers  |   Social Network Structure

Social interactions and entrepreneurial activity

Authors Giannetti, Simonov
Journal Journal of Economics and Management Strategy
Year 2009
Type Published Paper
Abstract We show that individuals residing in highly entrepreneurial neighborhoods are more likely to become entrepreneurs and invest more into their own businesses, even though their entrepreneurial profits are lower and their alternative job opportunities more attractive. Our results suggest that peer effects create nonpecuniary benefits from entrepreneurial activity and play an important role in the decision to become an entrepreneur. Alternative explanations, such as entry costs, social learning, and informal credit markets, are not supported by the data.
URL https://doi.org/10.1111/j.1530-9134.2009.00226.x
Tags Archival Empirical  |   Manager / Firm Behavior

Teaching students and teaching each other: The importance of peer learning for teachers

Authors Jackson, Bruegman
Journal American Economic Review
Year 2009
Type Published Paper
Abstract Using longitudinal elementary school teacher and student data, we document that students have larger test score gains when their teachers experience improvements in the observable characteristics of their colleagues. Using within-school and within-teacher variation, we show that a teacher's students have larger achievement gains in math and reading when she has more effective colleagues (based on estimated value-added from an out-of-sample pre-period). Spillovers are strongest for less experienced teachers and persist over time, and historical peer quality explains away about 20 percent of the own-teacher effect, results that suggest peer learning.
URL https://www.aeaweb.org/articles?id=10.1257/app.1.4.85
Tags Archival Empirical  |   Productivity Spillovers

Peers at work

Authors Mas, Moretti
Journal American Economic Review
Year 2009
Type Published Paper
Abstract We study peer effects in the workplace. Specifically, we investigate whether, how, and why the productivity of a worker depends on the productivity of coworkers in the same team. Using high-frequency data on worker productivity from a large supermarket chain, we find strong evidence of positive productivity spillovers from the introduction of highly productive personnel into a shift. Worker effort is positively related to the productivity of workers who see him, but not workers who do not see him. Additionally, workers respond more to the presence of coworkers with whom they frequently interact. We conclude that social pressure can partially internalize free-riding externalities that are built into many workplaces.
URL https://www.aeaweb.org/articles?id=10.1257/aer.99.1.112
Tags Archival Empirical  |   Productivity Spillovers

Neighbors matter: Causal community effects and stock market participation

Authors Brown, Ivkovic, Smith, Weisbenner
Journal Journal of Finance
Year 2008
Type Published Paper
Abstract This paper establishes a causal relation between an individual's decision whether to own stocks and average stock market participation of the individual's community. We instrument for the average ownership of an individual's community with lagged average ownership of the states in which one's nonnative neighbors were born. Combining this instrumental variables approach with controls for individual and community fixed effects, a broad set of time-varying individual and community controls, and state-year effects rules out alternative explanations. To further establish that word-of-mouth communication drives this causal effect, we show that the results are stronger in more sociable communities.
URL https://doi.org/10.1111/j.1540-6261.2008.01364.x
Tags Archival Empirical  |   Financing- and Investment Decisions (Individual)

The small world of investing: Board connections and mutual fund returns

Authors Cohen, Frazzini, Malloy
Journal Journal of Political Economy
Year 2008
Type Published Paper
Abstract This paper uses social networks to identify information transfer in security markets. We focus on connections between mutual fund managers and corporate board members via shared education networks. We find that portfolio managers place larger bets on connected firms and perform significantly better on these holdings relative to their nonconnected holdings. A replicating portfolio of connected stocks outperforms nonconnected stocks by up to 7.8 percent per year. Returns are concentrated around corporate news announcements, consistent with portfolio managers gaining an informational advantage through the education networks. Our results suggest that social networks may be important mechanisms for information flow into asset prices.
URL https://doi.org/10.1086/592415
Tags Archival Empirical  |   Asset Pricing, Trading Volume and Market Efficiency  |   Investment Decisions (Institutional)

Trusting the stock market

Authors Guiso, Sapienza, Zingales
Journal Journal of Finance
Year 2008
Type Published Paper
Abstract We study the effect that a general lack of trust can have on stock market participation. In deciding whether to buy stocks, investors factor in the risk of being cheated. The perception of this risk is a function of the objective characteristics of the stocks and the subjective characteristics of the investor. Less trusting individuals are less likely to buy stock and, conditional on buying stock, they will buy less. In Dutch and Italian micro data, as well as in cross-country data, we find evidence consistent with lack of trust being an important factor in explaining the limited participation puzzle.
Keywords Social trust, investment decisions, cultural and demographic differences, risk and ambiguity aversion
URL https://doi.org/10.1111/j.1540-6261.2008.01408.x
Tags Experimental / Survey-Based Empirical  |   Financing- and Investment Decisions (Individual)  |   Theory

Information diffusion effects in individual investors' common stock purchases: Covet thy neighbors' investment choices

Authors Ivkovic, Weisbenner
Journal Review of Financial Studies
Year 2007
Type Published Paper
Abstract We study the relation between households' stock purchases and stock purchases made by their neighbors. A ten percentage point increase in neighbors' purchases of stocks from an industry is associated with a two percentage point increase in households' own purchases of stocks from that industry. The effect is considerably larger for local stocks and among households in more social states. Controlling for area sociability, households' and neighbors' investment style preferences, and the industry composition of local firms, we attribute approximately one-quarter to one-half of the correlation between households' stock purchases and stock purchases made by their neighbors to word-of-mouth communication.
URL https://doi.org/10.1093/revfin/hhm009
Tags Archival Empirical  |   Financing- and Investment Decisions (Individual)

The effect of word of mouth on sales: Online book reviews

Authors Chevalier, Mayzlin
Journal Journal of Marketing Research
Year 2006
Type Published Paper
Abstract The authors examine the effect of consumer reviews on relative sales of books at Amazon.com and Barnesandnoble.com. The authors find that (1) reviews are overwhelmingly positive at both sites, but there are more reviews and longer reviews at Amazon.com; (2) an improvement in a book's reviews leads to an increase in relative sales at that site; (3) for most samples in the study, the impact of one-star reviews is greater than the impact of five-star reviews; and (4) evidence from review-length data suggests that customers read review text rather than relying only on summary statistics.
Keywords Earnings conference calls, investment decisions, nonnative accents, impressions of CEOs
URL https://doi.org/10.1509/jmkr.43.3.345
Tags Archival Empirical  |   Consumer Decisions  |   Media and Textual Analysis

Clean evidence on peer effects

Authors Falk, Ichino
Journal Journal of Labor Economics
Year 2006
Type Published Paper
Abstract We study subjects who were asked to fill letters into envelopes with a remuneration independent of output. In the "pair" treatment, two subjects worked at the same time in the same room, and peer effects were possible. In the "single" treatment, subjects worked alone, and peer effects were ruled out. We find evidence of peer effects in the pair treatment because the standard deviations of output are smaller within pairs than between pairs. Moreover, average output is higher in the pair treatment: thus, peer effects raise productivity. Finally, low-productivity workers are the most sensitive to the behavior of peers.
URL https://doi.org/10.1086/497818
Tags Archival Empirical  |   Manager / Firm Behavior  |   Productivity Spillovers

Does culture affect economic outcomes?

Authors Guiso, Sapienza, Zingales
Journal Journal of Economic Perspectives
Year 2006
Type Published Paper | Literature Review Paper
Abstract Until recently, economists have been reluctant to rely on culture as a possible determinant of economic phenomena. Much of this reluctance stems from the very notion of culture: it is so broad and the channels through which it can enter the economic discourse so ubiquitous (and vague) that it is difficult to design testable, refutable hypotheses. In recent years, however, better techniques and more data have made it possible to identify systematic differences in people's preferences and beliefs and to relate them to various measures of cultural legacy. These developments suggest an approach to introducing culturally-based explanations into economics that can be tested and may substantially enrich our understanding of economic phenomena. This paper summarizes this approach and its achievements so far, and outlines directions for future research.
Keywords Cultural economics, preferences and beliefs redistribution, economic sociology
URL https://www.aeaweb.org/articles?id=10.1257/jep.20.2.23
Tags Evolutionary Finance  |   Financing- and Investment Decisions (Individual)

Word of mouth for movies: Its dynamics and impact on box office revenue

Authors Liu
Journal Journal of Marketing
Year 2006
Type Published Paper
Abstract This article uses actual word-of-mouth (WOM) information to examine the dynamic patterns of WOM and how it helps explain box office revenue. The WOM data were collected from the Yahoo Movies Web site. The results show that WOM activities are the most active during a movie's prerelease and opening week and that movie audiences tend to hold relatively high expectations before release but become more critical in the opening week. More important, WOM information offers significant explanatory power for both aggregate and weekly box office revenue, especially in the early weeks after a movie opens. However, most of this explanatory power comes from the volume of WOM and not from its valence, as measured by the percentages of positive and negative messages.
Keywords Strategic disclosure, hedge funds, ownership disclosure, 13F holdings, restatement, fund skill
URL https://www.jstor.org/stable/30162102
Tags Archival Empirical  |   Consumer Decisions

Correlated trading and location

Authors Feng, Seasholes
Journal Journal of Finance
Year 2005
Type Published Paper
Abstract This paper analyzes the trading behavior of stock market investors. Purchases and sales are highly correlated when we divide investors geographically. Investors who live near a firm's headquarters react in a similar manner to releases of public information. We are able to make this identification by exploiting a unique feature of individual brokerage accounts in the People's Republic of China. The data allow us to pinpoint an investor's location at the time he or she places a trade. Our results are consistent with a simple, rational expectations model of heterogeneously informed investors.
URL https://doi.org/10.1111/j.1540-6261.2004.00694.x
Tags Archival Empirical  |   Financing- and Investment Decisions (Individual)

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