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How appropriate are myopic optimization models to predict decision behaviour: A comparison between agent-based models and business management games AgEcon
Appel, Franziska; Musshoff, Oliver.
Agent-based models (ABM) are used in many cases of policy assessment in agriculture. But the behavioural assumptions of these models consider farmers as myopic optimizing profit maximizers. In this contribution we compare the behaviour of myopic computer agents with the behaviour of students playing a multi period business management game. We aim to answer the question, how far are agent-based models valid to map “real” human behaviour, so that ABM can be used well for policy impact assessment.
Tipo: Conference Paper or Presentation Palavras-chave: Agent-based models; Business management games; Policy impact analysis; Research Methods/ Statistical Methods; C63; C93; D22; Q18.
Ano: 2011 URL: http://purl.umn.edu/115994
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Optimal Design of Weather Bonds AgEcon
Xu, Wei; Odening, Martin; Musshoff, Oliver.
Replaced with revised version of paper 06/17/08.
Tipo: Conference Paper or Presentation Palavras-chave: Weather risk; Weather bonds; Reinsurance; Securitisation; Agricultural Finance; Risk and Uncertainty.
Ano: 2008 URL: http://purl.umn.edu/6781
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Trust and the Profitability of Rule-Breaking in Grain Production AgEcon
Hirschauer, Norbert; Musshoff, Oliver.
Malpractice in food production entails unacceptable procedures and undesirable product qualities and other negative material outcomes. Despite their physical implications, behavioural sources of risk have become known as moral hazards. The probability of malpractice increases with attached profits. It decreases with the probability of disclosure and resulting losses. It also decreases with social values, emotional bonds etc. which prevent food producers from yielding to economic temptations. Trust can be generated both by reducing the profitability of malpractice and by enhancing social trust factors. Referring to Hennessy et al. (2003), who conclude that misdirected incentives are a major source of food risk, we focus on the former and analyse the...
Tipo: Conference Paper or Presentation Palavras-chave: Behavioural risk; Moral hazard; Incentive-compatibility; Trust; Crop Production/Industries.
Ano: 2006 URL: http://purl.umn.edu/7754
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Naive Deckungsbeitragsvergleiche führen bei Vorverträgen in die Irre - Lieferung von Industrierüben zur Bioethanolherstellung AgEcon
Musshoff, Oliver; Hirschauer, Norbert.
Bislang ist wenig über das Verhalten von Landwirten bei Vertragsangeboten für die Lieferung nachwachsender Rohstoffe bekannt. In der vorliegenden Untersuchung wird deshalb die Akzeptanz von Landwirten für Industrierübenlieferverträge untersucht. Dabei zeigt sich, dass das Antwortverhalten der Landwirte nicht den Prognosen entspricht, die sich auf der Grundlage gängiger Deckungsbeitragsvergleiche ergeben. Zudem wird deutlich, dass die Nachbesserung eines Vertrags, die nach einem erfolglosen ersten Vertragsangebot vorgenommen wird, eine geringere Akzeptanz bewirkt als ein sofortiges höheres Vertragsangebot.Little is known about the actual behavior of farmers who are offered forward contracts for renewable resources. The present survey therefore investigates...
Tipo: Conference Paper or Presentation Palavras-chave: Vertragsdesign; Vertragsakzeptanz; Lieferverträge; Industrierüben; Contract design; Contract acceptance; Forward contracts; Sugar beet as a renewable resource; Agribusiness; Agricultural and Food Policy; Land Economics/Use.
Ano: 2011 URL: http://purl.umn.edu/114488
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Minimizing geographical basis risk of weather derivatives using a multi-site rainfall model AgEcon
Ritter, Matthias; Musshoff, Oliver; Odening, Martin.
Weather risk is one of the main causes for income fluctuation in agriculture. Since 1997, the economic consequences of weather risk can be insured with weather derivatives, which are offered for many different weather events, such as temperature, rainfall, snow or hurricanes. It is well known that the hedging effectiveness of weather derivatives is interfered by the existence of geographical basis risk, i.e., the deviation of weather conditions at different locations. In this paper, we explore how geographical basis risk of rainfall based derivatives can be reduced by regional diversification. Minimizing geographical basis risk requires knowledge of the joint distribution of rainfall at different locations. For that purpose, we estimate a daily multi-site...
Tipo: Presentation Palavras-chave: Management; Weather risk; Regional diversification; Portfolio weights; Risk and Uncertainty; G11; Q14; G32.
Ano: 2012 URL: http://purl.umn.edu/122527
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Real Options and Competition: The Impact of Depreciation and Reinvestment AgEcon
Balmann, Alfons; Musshoff, Oliver.
Tipo: Conference Paper or Presentation Palavras-chave: International Relations/Trade.
Ano: 2002 URL: http://purl.umn.edu/24934
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Optimal Timing of Farmland Investment - An Experimental Study on Farmers' Decision Behavior - AgEcon
Maart, Syster Christin; Musshoff, Oliver.
Replaced with revised version of paper 5/26/11.
Tipo: Conference Paper or Presentation Palavras-chave: Experimental Economics; Investment; Real Options; Agribusiness; Agricultural Finance; Farm Management; Financial Economics; Institutional and Behavioral Economics; Risk and Uncertainty; C91; D81; D92.
Ano: 2011 URL: http://purl.umn.edu/103693
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The Effects of Different Political Schemes on the Willingness to Invest, Firm Profitability and Economic Efficiency in the Dairy Sector - An Agent-Based Real Options Approach- AgEcon
Feil, Jan-Henning; Musshoff, Oliver; Balmann, Alfons.
In recent years, the dairy sector has been exposed to strong changes in general conditions and extreme fluctuations in milk prices. Farmers and lobbyists have therefore asked politicians for additional market regulation. In this paper an agent-based real options market model is developed, which allows the analysis of the effects of different political schemes on the willingness to invest, firm profitability and economic efficiency in the dairy sector. The model results show that political schemes generally increase the willingness to invest in competitive markets under consideration of real options effects. However, they do not offer any substantial financial benefits to the producers and can cause a significant reduction in welfare. Furthermore, the...
Tipo: Conference Paper or Presentation Palavras-chave: Real Options; Competition; Policy Impact Analysis; Dairy Sector; Agricultural and Food Policy; D81; Q12; Q18.
Ano: 2011 URL: http://purl.umn.edu/100039
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Policy Impact Analysis in the Dairy Sector ˗ An Agent-Based Real Options Approach ˗ AgEcon
Feil, Jan-Henning; Musshoff, Oliver; Balmann, Alfons.
Tipo: Conference Paper or Presentation Palavras-chave: Agricultural and Food Policy; Livestock Production/Industries.
Ano: 2011 URL: http://purl.umn.edu/103729
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Investment Reluctance: Irreversibility or Imperfect Capital Markets? Evidence from German Farm Panel Data AgEcon
Huettel, Silke; Musshoff, Oliver; Odening, Martin.
Investment behavior at the firm level is characterized by lumpy adjustments and frequent periods of inactivity. Low investment rates are particularly puzzling in transition economies where an urgent need of modernization exists. The literature offers two explanations for. Firstly, neo-institutional finance theory focuses on the impacts of imperfect capital markets on investment decisions showing that the limited availability of financial funds may confine firms’ investments. Secondly, real options theory asserts that the interaction of irreversibility, uncertainty and flexibility may also result in investment reluctance. In this paper we suggest a generalized model that combines imperfect capital markets and real options effects. We also offer an...
Tipo: Conference Paper or Presentation Palavras-chave: Investment decision; Irreversibility; Uncertainty; Q-model; Capital market imperfections; Generalized tobit model; Transition; Financial Economics; D81; D92; O12.
Ano: 2007 URL: http://purl.umn.edu/9826
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Reale Optionen und Landwirtschaftliche Betriebslehre – oder: Kann man mit der Optionspreistheorie arbitrieren? AgEcon
Odening, Martin; Musshoff, Oliver.
This paper discusses the real options approach to investment. Real options facilitate an analysis of investment under uncertainty explicitly taking into account irreversibility of the investment decision and flexibility with respect to the investment timing. This is achieved by exploiting the analogy between a financial option and an investment project. We pinpoint the relation to traditional methods of capital budgeting as well as the special features of this concept, namely the exclusion of arbitrage opportunities and the independence of individual risk preferences. Analytical and numerical solution procedures for option pricing are presented. An application to investments in hog finishing illustrates the main ideas of the real options approach. It turns...
Tipo: Journal Article Palavras-chave: Real options; Investment under uncertainty; Flexibility; Contingent claim analysis; Hysteresis; Hog finishing; Farm Management; Risk and Uncertainty.
Ano: 2001 URL: http://purl.umn.edu/99004
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MIT OPTIMIERUNGSANSÄTZEN BESSERE ENTSCHEIDUNGEN TREFFEN? – EINE EMPIRISCHE ANALYSE IN EINEM PLANSPIEL AgEcon
Schoenau, Franziska; Musshoff, Oliver.
In diesem Beitrag wird der Frage nachgegangen, inwieweit Optimierungsansätze wie lineare Programmierungsmodelle geeignet sind, bessere Entscheidungen als reale Entscheider zu treffen. Auch beleuchtet werden Unterschiede im Entscheidungsverhalten und in den Produktionsstrategien. Dazu lassen wir ein gemischt-ganzzahliges lineares Programmierungsmodell (LP) und ein mehrperiodisches gemischt-ganzzahliges Programmierungsmodell (MLP) in einem Unternehmensplanspiel mit studentischen Teilnehmern konkurrieren. Es zeigt sich, dass die getesteten Optimierungsansätze tatsächlich erfolgreicher sind als die realen Entscheider im Durchschnitt. Allerdings übertreffen einzelne reale Entscheider die unter Anwendung von Optimierungsmodellen bestimmten Spielstrategien. Die...
Tipo: Conference Paper or Presentation Palavras-chave: Optimierungsmodelle; Planspiel; Verhaltensannahmen; Entscheidungsfindung; Optimization models; Business management game; Behavioural assumptions; Decision behaviour; Agribusiness; Agricultural and Food Policy; Agricultural Finance.
Ano: 2011 URL: http://purl.umn.edu/114520
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Die Berücksichtigung von Unsicherheit und Flexibilität in der Investitionsplanung – dargestellt am Beispiel einer Vertragsinvestition für Roggen AgEcon
Musshoff, Oliver; Hirschauer, Norbert.
Investment decisions are, as a rule, characterized by uncertainty, irreversibility and flexibility. Simple net present value calculations will not account for these features. In many situations even flexible investment planning with decision trees, which represents the most advanced method of traditional investment appraisal, does not have the capacity to solve practical decision problems adequately. One handicap is a realistic and manageable representation of stochastic variables. It has long been known that stochastic simulation procedures offer a nearly unlimited capacity to represent distributions and stochastic processes. However, a standard simulation will not allow for the consideration of flexibility. The problem is that with a simple forward...
Tipo: Journal Article Palavras-chave: Investment; Uncertainty; Flexibility; Stochastic simulation; Dynamic programming; Sales contracts with fixed prices; Farm Management; Research Methods/ Statistical Methods; Risk and Uncertainty.
Ano: 2004 URL: http://purl.umn.edu/97437
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Hedging von Mengenrisiken in der Landwirtschaft – Wie teuer dürfen „ineffektive“ Wetterderivate sein? AgEcon
Musshoff, Oliver; Hirschauer, Norbert.
Since the mid-nineties, agricultural economists discuss the suitability of “weather derivatives” as hedging instruments for volumetric risks in agriculture. Contrary to traditional insurance contracts, the payoffs of such derivatives are linked to weather indices (e.g. accumulated rainfall or temperature over a certain period) that are measured objectively at a defined meteorological station. While weather derivatives thus circumvent the problem of moral hazard and adverse selection, weather derivative markets for the agricultural sector are still in their infancy all-over the world. Some economists attribute this to theoretical valuation problems and the lack of a pricing method which is accepted by all market participants. Others think that the low...
Tipo: Journal Article Palavras-chave: Weather derivatives; Rainfall risk; Willingness-to-pay; Portfolio optimization; Hedging of volumetric risk; Farm Management; Financial Economics; Risk and Uncertainty.
Ano: 2008 URL: http://purl.umn.edu/97605
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Wie viel bringt eine verbesserte Produktionsprogrammplanung auf der Grundlage einer systematischen Auswertung empirischer Zeitreihen? – Die Bedeutung von Prognosemodellen bei der Optimierung unter Unsicherheit AgEcon
Musshoff, Oliver; Hirschauer, Norbert.
In this paper we examine whether there is room for improvement in farm program decisions through the integration of formal mathematical optimisation into the planning process. Probing the potential for improvement, we investigate the cases of four Brandenburg cash crop farms over the last six years. We find that their total gross margins could have been increased significantly through a more sophisticated program planning. However, we also find that the superiority of formalised planning approaches depends on the quality of the data. The superior formal planning approach includes, in contrast to farmers’ ad hoc planning, a systematic time series analysis of gross margins and a stochastic optimisation model. For each of the six years, the formal planning...
Tipo: Journal Article Palavras-chave: Planning of the production program; Optimisation; Uncertainty; Static distributions; Stochastic processes; Farm Management; Risk and Uncertainty.
Ano: 2006 URL: http://purl.umn.edu/97196
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Modeling and Hedging Rain Risk AgEcon
Musshoff, Oliver; Odening, Martin; Xu, Wei.
In this article we price a precipitation option based on empirical weather data from Germany using different pricing methods, among them Burn Analysis, Index Value Simulation and Daily Simulation. For that purpose we develop a daily precipitation model. Moreover, a de-correlation analysis is proposed to assess the spatial basis risk that is inherent to rainfall derivatives. The models are applied to precipitation data in Brandenburg, Germany. Based on simplifying assumptions of the production function, we quantify and compare the risk exposure of grain producers with and without rainfall insurance. It turns out that a considerable risk remains with producers who are remotely located from the weather station. Another finding is that significant differences...
Tipo: Conference Paper or Presentation Palavras-chave: Risk and Uncertainty.
Ano: 2006 URL: http://purl.umn.edu/21050
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Zur Bewertung von Wetterderivaten als innovative Risikomanagementinstrumente in der Landwirtschaft AgEcon
Musshoff, Oliver; Odening, Martin; Xu, Wei.
The importance of weather as a production factor in agriculture is well established long time and a significant portion of yield fluctuations is caused by weather risks. Traditionally, farmers have tried to hedge against unfavorable weather using insurance, such as crop insurance. In recent years a new class of instruments, so called weather derivatives, have emerged. They allows to reduce weather based risks as well. Weather derivatives are financial market products such as forwards, futures, options and swaps, that have a weather component such as temperature or rainfall. Although weather derivatives have some advantages compared to traditional insurance, their trading volume is still rather small. One reason (among others) for why potential users...
Tipo: Journal Article Palavras-chave: Weather derivatives; Option pricing; Actuarial methods; Financial methods; Financial Economics; Risk and Uncertainty.
Ano: 2005 URL: http://purl.umn.edu/97216
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Bounded Recursive Stochastic Simulation - A Simple and Efficient Method for Pricing Complex American Type Options AgEcon
Musshoff, Oliver; Hirschauer, Norbert; Palmer, Ken.
This paper gives an overview of simulation based procedures, which have proved to be efficient in valuing American options and therefore real options. Many of them integrate sequential stochastic simulations in the backward recursive programming approach to determine the early-exercise frontier. They subsequently value the option by initiating a Monte-Carlo simulation from the valuation date of the option. It turns out that one approach (Grant et al., 1997) is especially simple. We are able to enhance its efficiency by stripping it of some time consuming but unnecessary simulation steps. Our simplified approach could be called "Bounded Recursive Stochastic Simulation".
Tipo: Working or Discussion Paper Palavras-chave: Research Methods/ Statistical Methods.
Ano: 2002 URL: http://purl.umn.edu/18823
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Modeling and Pricing Rain Risk AgEcon
Musshoff, Oliver; Odening, Martin; Xu, Wei.
In this paper we price a precipitation option based on empirical weather data from Germany using different pricing methods, among them Burn Analysis, Index Value Simulation and Daily Simulation. For that purpose we develop a daily precipitation model. Moreover, a decorrelation analysis is proposed to assess the spatial basis risk that is inherent to rainfall derivatives. The models are applied to precipitation data in Brandenburg, Germany. Based on simplifying assumptions of the production function, we quantify and compare the risk exposure of grain producers with and without rainfall insurance. It turns out that a considerable risk remains with producers who are remotely located from the weather station. Another finding is that significant differences may...
Tipo: Conference Paper or Presentation Palavras-chave: Weather risk; Weather derivatives; Precipitation model; Basis risk; Resource /Energy Economics and Policy; Risk and Uncertainty; C8; Q14; Q54.
Ano: 2006 URL: http://purl.umn.edu/25386
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Experimental examination of land investment decisions with volatile returns A comparison between Kazakhstani and German farmers AgEcon
Tubetov, Dulat; Maart, Syster Christin; Musshoff, Oliver.
Kazakhstan and Germany have different development levels of the agricultural sector. One of the explanations for this fact might be the different investment behavior of farmers in the two countries. In this study, we experimentally compare the investment behavior of farmers in the two countries in a farmland investment treatment and a coin tossing game investment treatment. In addition, farmers were confronted with the two treatments in a different order. Results demonstrate that German farmers are more reluctant to make investment than Kazakhstani farmers. Moreover, results are independent from the framing of a farmland investment and a coin tossing game investment treatment. Furthermore, the investment behaviors of farmers were contrasted with normative...
Tipo: Presentation Palavras-chave: Risk and Uncertainty.
Ano: 2012 URL: http://purl.umn.edu/122454
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