Sven Seuken, David C. Parkes, Eric Horvitz, Kamal Jain, Mary Czerwinski, Desney Tan, Market User Interface Design, In: Harvard University, No. 1, 2011. (Working Paper)
Despite the pervasiveness of electronic markets in our lives, only little is known about the role
of user interfaces (UIs) in promoting good performance in market domains. How does the way
we display market information to end-users, and the set of choices we offer, influence economic
efficiency? In this paper, we introduce a new research agenda on “market user interface design.”
We take the domain of 3G bandwidth allocation as an illustrative example, and consider the design
space of UIs in terms of varying the number of choices offered, fixed vs. changing market prices,
and situation-dependent choice sets. The UI design induces a Markov decision process, the solution
to which provides a gold standard against which user behavior is studied. We provide a systematic,
empirical study of the effect of different UI levers on user behavior and market performance, along
with considerations of behavioral factors including loss aversion, incomplete search, and position
effects. Finally, we fit a quantal-best response model to users’ actions and evaluate an optimized
market user interface. |
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Sven Seuken, Michel Meulpolder, Dick H. J. Epema, David C. Parkes, Johan A. Pouwelse, Jie Tang, Work Accounting Mechanisms: Theory and Practice, In: Harvard University, No. 1, 2011. (Working Paper)
The Internet has enabled a new paradigm of economic production, where individual users per-
form work for others, often in small units, for short periods of time, and without formal contracts
or monetary payments. These distributed work systems can arise in many places, for example in
peer-to-peer (P2P) ¯le-sharing networks, in ad-hoc wireless routing networks, or in 3G content
distribution systems. The particular challenge is to incentivize users to perform work for others,
even though all interactions are bilateral and monitoring is not possible. In this paper, we formal-
ize the problem of designing incentive-compatible work accounting mechanisms that measure the
net contributions of users, despite relying on voluntary reports. We describe a fully distributed
accounting mechanism called BarterCast and introduce the Drop-Edge extension which re-
moves any incentive for a user to make misreports about its own interactions. We prove that the
information loss necessary to achieve this incentive compatibility is small and vanishes in the limit
as the number of users grows. In some domains, users may be able to cheaply create fake identities
(i.e, sybils) and use those to manipulate the accounting mechanism. A striking negative result is
that no sybil-proof accounting mechanism exists if one requires responsiveness to a single positive
report. To evaluate the welfare properties of BarterCast+DropEdge, we ¯rst present results
from a discrete, round-based simulation, showing that the mechanism achieves very high e±ciency.
We have also implemented the mechanism in Tribler, a BitTorrent software client, that is al-
ready deployed in the real world and has thousands of users. Experimental results using Tribler
demonstrate that the mechanism successfully prevents free-riding in P2P-¯le-sharing systems, and
achieves better e±ciency than the standard BitTorrent protocol. |
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Mike Ruberry, Sven Seuken, Sharing in BitTorrent can be Rational, In: Harvard University, No. 1, 2011. (Working Paper)
The widely used BitTorrent protocol is regularly extended
to produce new protocols with empirically preferable characteristics, like
shorter le acquisition times and fewer upload bandwidth usage. How-
ever, these advances have outpaced theoretical understanding, necessary
for formally analyzing the eciency and rationality of existing protocols,
and the design of new ones. We address this discrepancy by presenting a
new model, a stochastic \goal oriented" game, that captures BitTorrent's
salient features more accurately. In particular, players only obtain a posi-
tive payo when all pieces of a le are acquired. Our model leads to equi-
librium results that are distinct from prior work. We show that without
altruists, it is irrational for peers to share with each other using BitTor-
rent, while with altruists, a sharing equilibrium exists. Furthermore, we
present the design of an expanded protocol using \cheap pseudonyms",
such that sharing becomes an equilibrium even without the presence of
altruists. The usefulness of cheap pseudonyms in this setting is surprising
as it contrasts with prior research showing that cheap pseudonyms are a
negative externality. |
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Sven Seuken, Denis Charles, Max Chickering, Mary Czerwinski, Kamal Jain, David C. Parkes, Sidd Puri, Desney Tan, Design and Analysis of a Hidden Peer-to-peer Backup Market, In: Harvard University, No. 1, 2010. (Working Paper)
We present a new market design for a peer-to-peer (p2p) backup application and provide a
theoretical and experimental analysis. In domains such as p2p backup, where many non-expert
users find markets unnatural or unexpected, it is often a pragmatic requisite to remove or hide the
market’s complexities. To this end, we introduce a new design paradigm which we call “hidden
market design,” and show, how a market and its user interface (UI) can be designed to hide
the underlying complexities, while maintaining the market’s functionality. We enable the p2p
backup market using a virtual currency only, and we develop a novel market UI that makes the
interaction for the users as seamless as possible. The UI hides or simplifies many aspects of the
market, including combinatorial resource constraints, prices, account balances and payments. In
a real p2p backup system, we can expect users to update their settings with a delay upon price
changes. Therefore, the market is designed to work well even out of equilibrium, by maximizing
the buffer between demand and supply. The main theoretical result is an existence and uniqueness
theorem, which also holds if a certain percentage of the user population is price-insensitive or even
adversarial. However, we also show that the more freedom we give the users, the less robust the
system becomes against adversarial attacks. Furthermore, the buffer size has limited controllability
via price changes alone and we show how to address this. We introduce a price update algorithm
that uses daily aggregate supply and demand data to move prices towards the equilibrium, and
we prove that the algorithm converges quickly towards the equilibrium. Finally, we present results
from a formative usability study of the market UI, where we found encouraging results regarding
the hidden markets paradigm. The market design presented here is implemented as part of a
Microsoft research project and an alpha version of the software has been successfully tested. |
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Paul Ryan, Karin Wagner, Silvia Teuber, Uschi Backes-Gellner, Financial aspects of apprenticeship training in Germany, Great Britain and Switzerland, In: Arbeitspapier, Bildung und Qualifizierung, No. 241, 2011. (Working Paper)
Financial attributes are potentially important influences on the viability of apprenticeship as a mode of vocational education and training. Two financial aspects are considered: apprentices’ pay, which determines the division of training costs between the trainee and the employer; and corporate ownership, which may influence the incentive
to employers to provide training, insofar as it promotes or deters short-termist practice concerning investment in employees’ skills.
Evidence is taken from fieldwork interviews with senior managers in 56 companies, spread across two sectors (metalworking, retailing) in three countries (Germany, Britain, Switzerland). The companies are matched by products and technologies, differentiated by bargaining status and type of ownership.
The importance of apprenticeship relative to recruitment as a source of skills is found to vary greatly across companies. The pay of apprentices differs markedly between
countries (highest in Britain, lowest in Switzerland) in association with the attributes of labour markets, trade unionism, and education systems. Listing on a stock market
and having dispersed ownership are associated with more frequent financial upheaval and a lower training effort than are other ownership types. |
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Kenneth Judd, Philipp Johannes Renner, Karl Schmedders, Finding all pure-strategy equilibria in games with continuous strategies, In: Swiss Finance Institute Research Paper, No. 10-45, 2011. (Working Paper)
Static and dynamic games are important tools for the analysis of strategic interactions among economic agents and have found many applications in economics. In many games equilibria can be described as solutions of polynomial equations. In this paper we describe state-of-the-art techniques for finding all solutions of polynomial systems of equations and illustrate these techniques by computing all equilibria of both static and dynamic games with continuous strategies. We compute the equilibrium manifold for a Bertrand pricing game in which the number of equilibria changes with the market size. Moreover, we apply these techniques to two stochastic dynamic games of industry competition and check for equilibrium uniqueness. |
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Daniel Stadel, Florian Stahl, Raghuram Iyengar, Andreas Herrmann, Intertemporal trade-offs between contract periods, price discounts and flexibility, In: Department of Business Administration, No. 2011, 2011. (Working Paper)
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Daniel Halbheer, Florian Stahl, Oded Koenigsberg, Donald R Lehmann, Optimal sampling of paid content, In: Columbia Business School Working Paper, No. 4609, 2011. (Working Paper)
This paper analyzes optimal sampling and pricing of paid content for publishers of news websites. Publishers offer free content samples both to disclose journalistic quality to consumers and to generate online advertising revenues. We examine sampling where the publisher sets the number of free sample articles and consumers select the articles of their choice. Consumerslearn from the free samples in a Bayesian fashion and base their subscription decisions on posterior quality expectations. We show thatsampling enhances subscription demand only if consumers have low quality expectations in relation to actual quality. Taking advertising and subscription revenues into account, we find that the publisher should employ either a paid-only or a free content strategy when consumers have high quality expectations. When consumers have low quality expectations, employing a sampling strategy may be optimal for the publisher. |
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Peter Ising, IFRS and the financial market crisis, In: University of Zurich, Department of Business Administration, Chair for Accounting Working Papers, No. 1, 2008. (Working Paper)
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Thorsten Hens, Anke Gerber, Modelling Alpha-Opportunities Within the CAPM, In: NCCR FinRisk Working Paper Series, No. 317, 2006. (Working Paper)
We consider a simple CAPM with heterogenous expectations on assets mean returns while keeping the assumption of homogenous expectations on the covariance of returns. Our first result derives the security market line as an aggregation result without using the two-fund-separation property. In particular every investor can hold optimal portfolios that are underdiversified.In our model alpha-opportunities can be explained as a feature of financial market equilibria and we can show that alpha-opportunities erode with the assets under management and that the hunt for alphaopportunities is a zero-sum game. Then we endogenize the agents information by allowing them to be either passive, in which case they invest according to the average expectation embodied in the market returns, or to be active, in which case they can acquire superior information at some cost. It is shown that expecting a positive alpha is not necessarily a good criterion for becoming active. Moreover, the less risk averse investors are more inclined to be active and delegating active investment to portfolio managers only makes sense if the performance fee increases with the skill of the portfolio manager. Finally, in our model it turns out that only a market in which all investors are passive and share the same correct belief is stable with respect to information acquisition. Hence the standard CAPM with homogenous beliefs can be seen as the long run outcome of our model. |
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Marc O Rieger, Mei Wang, Thorsten Hens, Optimal Product Design: A CAPM Approach, In: NCCR FinRisk Working Paper Series, No. 419, 2006. (Working Paper)
We study properties of structured financial products optimizing a utility functional of a customer. The conventional method may have the disadvantage that the a priori restriction to a certain number of assets could make it impossible to find the optimal portfolio. So instead of optimizing the distribution of given assets, we impose only the price constraint as given by the CAPM and optimize the return distribution. In particular on nowadays markets where a multitude of asset types is available, it seems helpful to optimize first in the general framework, assuming a complete market, and then to find assets whose return distribution and conjoint probability distribution with the market portfolio resemble the theoretically optimal portfolio as closely as possible. We introduce a method to construct such optimal portfolios numerically and present some results for the cases of expected utility and cumulative prospect theory |
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Thorsten Hens, Marc O Rieger, The Dark Side of the Moon: Structured Products from the Customers' Perspective, In: NCCR FINRISK Working Paper, No. 459, 2008. (Working Paper)
Structured financial products have gained more and more popularity in recent years, but nevertheless has their success so far not thoroughly been analyzed. In this article we develop a theoretical framework for the design of optimal structured products and analyze the maximal utility gain for an investor that can be achieved by introducing structured products. We demonstrate that most successful structured products are not optimal for a perfectly rational investor and investigate the reasons that make them nevertheless look so attractive for many investors |
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Thorsten Hens, Igor V Evstigneev, Rabah Amir, Le Xu, Evolutionary Finance and Dynamic Games, In: Swiss Finance Institute Research Paper, No. 09-49, 2009. (Working Paper)
The paper examines a game-theoretic evolutionary model of an asset market with endogenous equilibrium asset prices. Assets pay dividends that are partially consumed and partially reinvested. The investors use general, adaptive strategies (portfolio rules), distributing their wealth between assets, depending on the exogenous states of the world and the observed history of the game. The main goal is to identify strategies, allowing an investor to "survive," i.e. to possess a positive, bounded away from zero, share of market wealth over the whole infinite time horizon. This work brings together recent studies on evolutionary finance with the classical topic of non-cooperative market games. |
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Thorsten Hens, Marc Rieger, Mei Wang, How Time Preferences Differ: Evidence from 45 Countries, In: Swiss Finance Institute Research Paper, No. 09-47, 2009. (Working Paper)
We present results from the first large-scale international survey on time discounting, conducted in 45 countries. Cross-country variation cannot simply be explained by economic variables such as interest rates or inflation. In particular, we find strong evidence for cultural differences, as measured by the Hofstede cultural dimensions. For example, high levels of Uncertainty Avoidance or Individualism are both associated with strong hyperbolic discounting. Moreover, as application of our data, we find evidence for an impact of time preferences on the capability of technological innovations in a country and on environmental protection. |
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Thorsten Hens, Klaus Reiner Schenk-Hoppé, Igor V Evstigneev, Local stability analysis of a stochastic evolutionary financial market model with a risk-free asset, In: Swiss Finance Institute Research Paper, No. 10-36, 2010. (Working Paper)
This paper introduces and analyzes an evolutionary model of a financial market with a risk-free asset. Focus is on the study of local stability of the wealth dynamics through the application of recent results on the linearization and stability of random dynamical systems (Evstigneev, Pirogov and Schenk-Hoppé, Proceedings of the American Mathematical Society 139, 1061-1072, 2011). Conditions are derived for the linearization of the model at an equilibrium state which ensure local convergence of sample paths to this equilibrium. The paper also shows that the concept of local stability is closely related to the notion of evolutionary stability. A locally evolutionarily stable investment strategy in the evolutionary model with a risk-free asset is derived, extending previous research. The method illustrated here is applicable for the analysis of manifold economic and financial dynamic models involving randomness. |
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Thorsten Hens, Marc O Rieger, Explaining the Demand for Structured Financial Products: Survey and Field Experiment Evidence, In: SSRN, No. 1694373, 2010. (Working Paper)
n many countries structured investment products are popular among retail investors. We explain the demand for these products using unique field data where we let subjects freely design their "favorite" structured product. Results suggest that the supply with capital protected products (guarantee certificates) might indeed be demand-driven. This does not seem to be the case for other product categories where marketing and sales practices might play a more important role. In a survey among financial practitioners we find furthermore that a demand for capital protected products can be explained by loss aversion and saving motifs, e.g. for buying a house.
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Enrico De Giorgi, Thierry Post, Stochastic Reference Points And The Dependence Structure, In: Swiss Finance Institute Research Paper, No. 07-14, 2007. (Working Paper)
This study develops a framework for dealing with stochastic reference points and endogenously selecting the reference point in reference-dependent choice theories that accounts for the joint probability distribution of the prospects and the reference point. Without accounting for the dependence structure, the endogenous reference point can deviate from the decision-maker’s optimum. Accounting for dependence, reference dependence affects choice behavior only if the reference point is (in part or in whole) exogenously fixed. In an application to well-known US investment benchmark data, investors invest in riskless T-bills rather than stocks if we ignore the dependence structure, while investing in small value stocks is optimal when we account for dependence. |
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Enzo Rossi, Franziska Bignasca, Applying the Hirose-Kamada filter to Swiss data: Output gap and exchange rate pass-through estimates, In: Swiss National Bank, No. 10, 2007. (Working Paper)
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Angelo Ranaldo, Samuel Reynard, Monetary Policy Effects on Long-Term Rates and Stock Prices, In: SSRN, No. 1099957, 2008. (Working Paper)
This paper explains the effects of monetary policy surprises on long-term interest rates and stock prices in terms of changes in expected inflation, real interest rate and dividend growth, and relates these effects to markets' perceptions of economic shocks and Fed's information set. We analyze stock and bond futures price co-movements and relate them to Treasury Inflation-Protected Securities (TIPS) data. The sign of long-term interest rate reactions is mostly driven by changes in expected inflation. The sign of stock price reactions is mostly driven by changes in expected dividend growth, but it is also sometimes determined by changes in expected real rates. The co-movements of long-term interest rates and stock prices are determined by the co-movements of expected inflation and dividend growth. The majority of Fed's interest rate surprises are expected to be followed by negative co-movements between inflation and output. This can be due to relatively more frequent "inflation" or "supply" shocks together with Fed's private information. Most Fed's actions are perceived as reactions to economic shocks rather than true policy shocks. |
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Angelo Ranaldo, Massimiliano Caporin, Paolo Santucci de Magistris, On the Predictability of Stock Prices: a Case for High and Low Prices, In: Swiss National Bank, No. 11, 2011. (Working Paper)
Contrary to the common wisdom that asset prices are hardly possible to forecast, we
show that high and low prices of equity shares are largely predictable. We propose to model
them using a simple implementation of a fractional vector autoregressive model with error
correction (FVECM). This model captures two fundamental patterns of high and low prices:
their cointegrating relationship and the long memory of their difference (i.e. the range),
which is a measure of realized volatility. Investment strategies based on FVECM predictions
of high/low US equity prices |
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