Modeling Misspecification: Incorporating Information Processing Biases into Economic Models
ModelMisspec aims to develop a unified framework for understanding information processing biases in decision-making, linking theory and empirical analysis to explore their economic implications.
Projectdetails
Introduction
Differences in how individuals interpret the same information have proven to play an important role in societal decision making. Yet, most economic models assume individuals not only interpret information correctly but fundamentally agree on how information should be interpreted. In ModelMisspec, I will develop a unified framework that links two approaches to modeling information processing biases.
Objectives
I plan to:
- Develop a unified framework to model information processing biases.
- Develop tools, both theoretical and empirical, that can be applied to the analysis of problems within this framework.
- Bring this framework to bear on applied models to study the role of biases in price dynamics, learning, reputation, and other applications.
Theoretical Component
The proposed project has theoretical, empirical, and applied components. In the theory part, I will develop a unified framework that bridges two common approaches to modeling biases. This approach provides a transparent and general framework for modeling information processing biases.
I will then use this framework to explore the implications of information processing biases for decision making.
Empirical Component
In the second part, I study misspecification empirically. In the first empirical component, I will experimentally elicit a key part of this framework, the forecast. This object is a key piece of decision making that has gone unstudied.
I will also study misspecification in the field through a survey of Finnish drivers' beliefs about the penalty schedule for speeding. This section will focus on both developing tools for studying misspecification empirically and its implications for decision making.
Applied Component
Finally, I plan to explore the economic applications of this framework, including:
- Timing games
- Social learning
- Reputation
- Markets
- Other applications
Financiële details & Tijdlijn
Financiële details
Subsidiebedrag | € 1.487.820 |
Totale projectbegroting | € 1.487.820 |
Tijdlijn
Startdatum | 1-6-2025 |
Einddatum | 31-5-2030 |
Subsidiejaar | 2025 |
Partners & Locaties
Projectpartners
- AALTO KORKEAKOULUSAATIO SRpenvoerder
Land(en)
Vergelijkbare projecten binnen European Research Council
Project | Regeling | Bedrag | Jaar | Actie |
---|---|---|---|---|
MANUNKIND: Determinants and Dynamics of Collaborative ExploitationThis project aims to develop a game theoretic framework to analyze the psychological and strategic dynamics of collaborative exploitation, informing policies to combat modern slavery. | ERC STG | € 1.497.749 | 2022 | Details |
Elucidating the phenotypic convergence of proliferation reduction under growth-induced pressureThe UnderPressure project aims to investigate how mechanical constraints from 3D crowding affect cell proliferation and signaling in various organisms, with potential applications in reducing cancer chemoresistance. | ERC STG | € 1.498.280 | 2022 | Details |
Uncovering the mechanisms of action of an antiviral bacteriumThis project aims to uncover the mechanisms behind Wolbachia's antiviral protection in insects and develop tools for studying symbiont gene function. | ERC STG | € 1.500.000 | 2023 | Details |
The Ethics of Loneliness and SociabilityThis project aims to develop a normative theory of loneliness by analyzing ethical responsibilities of individuals and societies to prevent and alleviate loneliness, establishing a new philosophical sub-field. | ERC STG | € 1.025.860 | 2023 | Details |
MANUNKIND: Determinants and Dynamics of Collaborative Exploitation
This project aims to develop a game theoretic framework to analyze the psychological and strategic dynamics of collaborative exploitation, informing policies to combat modern slavery.
Elucidating the phenotypic convergence of proliferation reduction under growth-induced pressure
The UnderPressure project aims to investigate how mechanical constraints from 3D crowding affect cell proliferation and signaling in various organisms, with potential applications in reducing cancer chemoresistance.
Uncovering the mechanisms of action of an antiviral bacterium
This project aims to uncover the mechanisms behind Wolbachia's antiviral protection in insects and develop tools for studying symbiont gene function.
The Ethics of Loneliness and Sociability
This project aims to develop a normative theory of loneliness by analyzing ethical responsibilities of individuals and societies to prevent and alleviate loneliness, establishing a new philosophical sub-field.
Vergelijkbare projecten uit andere regelingen
Project | Regeling | Bedrag | Jaar | Actie |
---|---|---|---|---|
Memory, Beliefs, and Economic DecisionsThis project examines how selective memory influences economic decisions by shaping beliefs and preferences through environmental cues and past experiences. | ERC ADG | € 1.936.400 | 2023 | Details |
Assumption-Lean (Causal) Modelling and Estimation: A Paradigm Shift from Traditional Statistical ModellingDevelop a flexible 'assumption-lean modelling' framework for causal inference that minimizes bias and enhances interpretability in statistical analyses using debiased learning techniques. | ERC ADG | € 2.445.063 | 2024 | Details |
Traits and Games: How Personal Cognitive and Psychological Features Affect Strategic BehaviorThis project analyzes the influence of agents' cognitive and psychological traits on behavior and strategic reasoning in decision-making and games, using a formal framework to separate traits from interaction rules. | ERC ADG | € 1.874.575 | 2024 | Details |
Biases in prospective learning and dynamic choicePROSPECT aims to experimentally uncover biases in individuals' ability to assess the benefits of information acquisition for dynamic decision-making and improve their predictive accuracy. | ERC COG | € 1.644.025 | 2025 | Details |
Memory, Beliefs, and Economic Decisions
This project examines how selective memory influences economic decisions by shaping beliefs and preferences through environmental cues and past experiences.
Assumption-Lean (Causal) Modelling and Estimation: A Paradigm Shift from Traditional Statistical Modelling
Develop a flexible 'assumption-lean modelling' framework for causal inference that minimizes bias and enhances interpretability in statistical analyses using debiased learning techniques.
Traits and Games: How Personal Cognitive and Psychological Features Affect Strategic Behavior
This project analyzes the influence of agents' cognitive and psychological traits on behavior and strategic reasoning in decision-making and games, using a formal framework to separate traits from interaction rules.
Biases in prospective learning and dynamic choice
PROSPECT aims to experimentally uncover biases in individuals' ability to assess the benefits of information acquisition for dynamic decision-making and improve their predictive accuracy.