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Front Psychol . 2022 Oct 19;13:1006412. doi: 10.3389/fpsyg.2022.1006412 Mapping the knowledge domain of financial decision making: A scientometric and bibliometric study Lin Guo Lin Guo 1 Business School, University of Newcastle, Newcastle upon Tyne, United Kingdom Find articles by Lin Guo 1, * , Junlong Cheng Junlong ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.846 | ["education", "diplomacy", "decision_making"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.470415 | [
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cation University, Guiyang, China Find articles by Junlong Cheng 2, 3 , Zhishuo Zhang Zhishuo Zhang 4 International Business School, Beijing Foreign Studies University, Beijing, China Find articles by Zhishuo Zhang 4 Author information Article notes Copyright and License information 1 Business School, University of New... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.295 | 0.692 | ["education", "diplomacy", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.470562 | [
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hool of Foreign Languages, Guizhou Education University, Guiyang, China 4 International Business School, Beijing Foreign Studies University, Beijing, China Edited by: Daniel C. Krawczyk, The University of Texas at Dallas, United States Reviewed by: Claudiu Cicea, Bucharest University of Economic Studies, Romania; Sofia... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.838 | ["education", "diplomacy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.470649 | [
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ection of the journal Frontiers in Psychology Received 2022 Jul 29; Accepted 2022 Sep 26; Collection date 2022. Copyright © 2022 Guo, Cheng and Zhang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.856 | ["innovation"] | 509 | Decision Making | topic | 2026-03-21T00:51:19.470766 | [
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d, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. PMC Copyright notice PMCID: PMC9627155 PMID: 36337546 Abstract Based on a 12-year bibliographic record collected from the Web of Science (Thomson Reuters) database, the present stu... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.684 | 0.824 | ["education", "decision_making"] | 421 | Decision Making | topic | 2026-03-21T00:51:19.470844 | [
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wledge domain in financial decision making (FDM). A scientometric and bibliometric analysis was conducted on the literature published in the field from 2010 to 2021, using the CiteSpace software. The analysis focuses on the co-occurring categories, the geographic distributions, the vital references, the distribution of... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.983 | 0.82 | ["decision_making", "war_conflict"] | 417 | Decision Making | topic | 2026-03-21T00:51:19.470918 | [
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ging trends of financial related decision making. The steady increase of papers published year by year demonstrated the increasing interest on this topic at the international level. The scientometric analysis of the literature showed that financial decision, investment decision, and financing decision stood out of the ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.856 | ["decision_making"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.470987 | [
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cus of topics, i.e., the impact of individual differences such as financial literacy, gender and age on FDM in the coming years. Different from the traditional approach of literature review, this bibliometric analysis offers a scientometric approach to reveal the status quo and the development trend of FDM by macro and... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.382 | 0.826 | [] | 411 | Decision Making | topic | 2026-03-21T00:51:19.471026 | [
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esearch directions for the field are recommended. Keywords: financial decision making, investment decision, hot spots, research trend, scientometric analysis, individual difference Introduction Financial decisions are one of the most significant, life-influencing decisions that individuals make, and they are made at va... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.838 | ["decision_making"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471059 | [
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nt construct from cognition and from financial management techniques ( Lichtenberg et al., 2018 ), and it can be defined as a process of selecting an alternative from among a choice set concerning financial decision. The FDM process is multi-faceted and complicated, and is influenced by individual differences of the de... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.918 | 0.83 | ["decision_making", "management"] | 433 | Decision Making | topic | 2026-03-21T00:51:19.471098 | [
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echanisms underlying the decision-making process. In addition, uncertainty about future income, social norms, and the complexity and diversity of financial instruments are a few of the factors that complicated these decisions ( Lieber and Skimmyhorn, 2018 ). Consequently, the research on peoples’ financial decision has... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.846 | ["decision_making", "management", "career", "economy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471128 | [
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chology, neuroscience, and computer science ( Bouzguenda, 2018 ). Nevertheless, there is an absence of comprehensive and quantitative review exclusively focused on FDM. The purpose of our study is to provide a thorough overview of the status quo and the development of FDM research, and the prediction of its future tend... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.866 | ["education"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471159 | [
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to researchers in the domain of FDM, in the hope of helping researchers identify fundamental influences from categories, journals, references, research topics, and emerging trends in the field. Literature review Financial decision can be classified into two categories, i.e., risk decision and intertemporal decision. Fi... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.844 | ["decision_making", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471188 | [
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eaches a decision based upon the informed judgment of expected return and the determination of subjective probability ( Hua and Wang, 2018 ). Intertemporal decision can be defined as the choices of financial resources made by an individual over a period of time, and it searches for an equilibrium between short-and-long... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.698 | 0.858 | ["decision_making", "philosophy"] | 490 | Decision Making | topic | 2026-03-21T00:51:19.471216 | [
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utcomes which happen at different points in time. Both financial risk decision and intertemporal decision making processes are affected by many factors and the past few decades have witnessed a surge of interest in the affecting factors of FDM. The relationship between financial decision and gender has been the subject... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.85 | ["decision_making", "networking", "career"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471244 | [
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ed demonstrating significant gender differences in risk-taking and risk behavior in financial decision-making activities. Women exhibited more risk aversion and less risk tolerance than men when it came to financial decisions ( Powell and Ansic, 1997 ; Croson and Gneezy, 2009 ; Charness and Gneezy, 2012 ; Gibson et al.... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.86 | ["decision_making"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471274 | [
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al decisions, although there is no clear evidence to suggest they are comparatively less capable of achieving desired target return (e.g., Estes and Hosseini, 1988 ; Stinerock et al., 1991 ; Zinkhan and Karande, 1991 ; Huang and Kisgen, 2013 ). It has also been documented that individuals’ decision-making capability ch... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.704 | ["decision_making", "crisis"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471302 | [
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sions (e.g., Mather and Carstensen, 2005 ; Tymula et al., 2013 ; Del Missier et al., 2017 ; Eberhardt et al., 2018 ). Although it has been well-documented that cognitive abilities declined with age and could harm older adults’ competence to make informed financial decisions (e.g., Gamble et al., 2015 ; Samanez-Larkin a... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.708 | ["decision_making", "education", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471331 | [
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king in financial and business activities (e.g., Kovalchik et al., 2005 ; Bruine de Bruin et al., 2012 ; Eberhardt et al., 2018 ). The role of financial literacy, i.e., the ability to understand and effectively apply financial skills as well as personal financial information on FDM, has been explored, and the results s... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.712 | ["philosophy", "decision_making"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471361 | [
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in financial activities (e.g., James et al., 2012 ; Mouna and Anis, 2013 ). Apart from the above-mentioned influential factors, prior work also indicates that individuals’ financial decision is influenced by many other factors such as emotion, emotional intelligence, behavioral biases and acute stress. It has been repo... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.697 | 0.7 | ["decision_making"] | 486 | Decision Making | topic | 2026-03-21T00:51:19.471404 | [
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et al., 2007 ; Zaleskiewicz and Traczyk, 2020 ). With cognitively demanding tasks, individuals tend to rely more on their emotions than on deliberation to make financial decisions (e.g., Shiv and Fedorikhin, 1999 ). Emotional intelligence, the capacity to perceive, evaluate, comprehend and regulate emotions effectively... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.856 | ["decision_making", "management"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471437 | [
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on the managers’ funding decisions ( Salovey and Mayer, 1990 ; Goleman, 1998 ). Behavioral bias is another factor that has been confirmed to impact the FDM process (e.g., Malmendier and Tate, 2005 ; Galasso and Simcoe, 2011 ). Under certain circumstances, financial decisions must be made under extraordinary stress, and... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.858 | ["decision_making", "management"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471467 | [
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nd business activities ( Starcke et al., 2008 ; Nofsinger et al., 2018 ). Researchers have conducted bibliometric analysis of behavioral finance and behavioral economics via CiteSpace or VOSviewer. Costa et al. (2017) carried out a scientometric analysis on the relation between individuals’ behavioral finance and their... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.846 | ["management", "decision_making", "war_conflict"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471497 | [
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6, focusing on the most cited articles and authors, the authorship network, and the top journals in this field. The results indicated that the number of studies on the relation between cognitive biases, behavioral finances, and FDM has been increasing steadily throughout the years. They also found that cognitive biases... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.858 | ["networking"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471526 | [
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0.10480107367038727,
-0.006716007366776466,
-0.0429832... | ||
behavioral economics and behavioral finance in relation to individuals’ decision making via Citespace. The authors retrieved 2,617 articles from WoS database during the period of 1967−2015, indicating that the number of publications in this field has increased over time. The analysis revealed that behavioral economics ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.846 | ["management", "decision_making"] | 510 | Decision Making | topic | 2026-03-21T00:51:19.471554 | [
0.034729503095149994,
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-0.041107... | ||
and that behavioral finance mainly focused on the errors of judgment and the characteristics of financial related decision-making. Financial risk management is a vital part of human activity and all financial related decisions making involves risk management ( Jirásková, 2017 ; Abdel-Basset et al., 2019 ). Ahmad et al.... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.856 | ["management", "decision_making"] | 499 | Decision Making | topic | 2026-03-21T00:51:19.471583 | [
0.04966090992093086,
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gement research indexed by WoS from 2004 to 2018. The analysis revealed the category distribution, the most influential articles, the top research areas, the prominent supportive funding agencies and the future research direction in the scientific field of financial risk management. López-Medina et al. (2022) presented... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.842 | ["education", "management"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471610 | [
0.030664393678307533,
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contributions to the study concerning the sustainable development goals (SDGs). The data of 492 articles were retrieved from WoS during the time span of 1992 to 2021, and were visualized via VOSviewer software. The results of the analysis indicated a growing interest in this topic among the scientific community, and th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.988 | 0.832 | ["education", "decision_making", "war_conflict"] | 442 | Decision Making | topic | 2026-03-21T00:51:19.471639 | [
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tion and savings decision making were visualized. The overview of the literature showed that abundant research on FDM has explored the factors impacting FDM process, and that prior bibliometric studies have explored the relation between behavioral finance and financial/managerial decision making, but only focused on th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.915 | 0.828 | ["decision_making", "management"] | 442 | Decision Making | topic | 2026-03-21T00:51:19.471668 | [
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bias and anchoring effect ( Costa et al., 2017 ). Other studies either explored the domain of behavioral finance in relation to individuals’ decision making ( Costa et al., 2018 ) or the effects of financial literacy on savings and consumption decisions as well as investment decision making ( López-Medina et al., 2022 ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.87 | ["decision_making", "management"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471696 | [
0.11217217147350311,
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These studies provided important insights into the further investigation of financial decision-making process, but the overall profile of the FDM research still awaits investigation. Owing to the abundant literature on FDM, it is essential to classify the publications for the sake of identifying the foci of research, c... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.985 | 0.826 | ["decision_making", "philosophy"] | 426 | Decision Making | topic | 2026-03-21T00:51:19.471728 | [
0.058224476873874664,
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0.05849132686853409,
-0.042489755898714066,
0.00526... | ||
ld as well as identifying the underlying reasons. However, the macro-profile of FDM research revealed by the extant literature is very limited and insufficient, and no research has yet been conducted to provide a macroscopic and quantitative overview of financial decision-related literature based on a bibliometric anal... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.86 | ["education", "decision_making", "philosophy"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471755 | [
0.09130560606718063,
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0.0033846187870949507,
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0.08212563395500183,
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0.11583525687456131,
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0.0161362... | ||
h by examining the 2010−2021 bibliometric data in this field. Different from a traditional review of literature, a scientometric and visualization analysis of FDM literature can uncover another facet of the research frontiers on this topic by macro and quantitative means. Materials and methods The database selection Th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.398 | 0.844 | ["philosophy"] | 490 | Decision Making | topic | 2026-03-21T00:51:19.471782 | [
0.13585039973258972,
-0.060976725071668625,
-0.03802115470170975,
0.010192865505814552,
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0.1221914291381836,
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0.07264765352010727,
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0.0978986918926239,
0.05704022943973541,
0.01717... | ||
f the information about the published literature. The publications on the research of FDM are retrieved from the Thomson Reuters’ Web of Science (WoS) Core Collection, encompassing Social Sciences Citation Index (SSCI), Science Citation Index Expanded (SCI-EXPANDED), Arts and Humanities Citation Index (A&HCI), Conferen... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.313 | 0.812 | ["philosophy"] | 447 | Decision Making | topic | 2026-03-21T00:51:19.471810 | [
0.04652618616819382,
0.005698340013623238,
-0.06600268930196762,
0.07293082028627396,
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0.030556660145521164,
0.11257560551166534,
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0.0810922235250473,
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0.016064312... | ||
n Index-Social Science and Humanities (CPCI-SSH). The WoS database is one of the most prominent databases in the scientific realm for indexing publications and among the most commonly used bibliographic data sources by researchers, allowing access to thousands of journals from all over the world and from eminent intern... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.856 | [] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471836 | [
-0.004261713940650225,
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0.05546573922038078,
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0.005932219792157412,
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0.06552570313215256,
-0.03547441586852074,
0.07956058531999588,
0.03248767554759979,
0.0282809... | ||
e requirement of bibliometric analysis ( Ahmad et al., 2021 ). In short, WoS was selected due to its (i) prestige in academia ( Yang et al., 2022 ); (ii) a wide range of related journal articles on FDM research. Moreover, selecting just one database can allow the standardization and consistency of data ( Prado et al., ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.878 | ["education"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471864 | [
0.0705861821770668,
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0.024819716811180115,
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0.001737926620990038,
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0.03826095908880234,
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0.12075962871313095,
0.04586236923933029,
0.015201807... | ||
nd stage involves the determination of the search subject and time span. In this study, TS = (“financ* decision” OR “financ* decision making” OR “financ* decision-making”), in which “TS” means topic (title, abstract, and keywords), and the symbol “*” broadens the search for all words which start with the retrieved term... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.687 | 0.84 | ["decision_making", "education"] | 436 | Decision Making | topic | 2026-03-21T00:51:19.471893 | [
0.014625613577663898,
0.019437789916992188,
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0.011003052815794945,
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0.03269254043698311,
0.07304160296916962,
0.01104195136576891,
0.009409597143530846,
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0.012053456157445908,
0.012508... | ||
he data retrieval was executed on May 31st, 2022. The present study focused on the bibliometric analysis of the literature published from 2010 to 2021, disclosing the status quo and recent development of FDM research. Publications prior to 2010 are excluded, yet the results would not be undermined by the exclusion, as ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.398 | 0.864 | ["education"] | 491 | Decision Making | topic | 2026-03-21T00:51:19.471921 | [
0.05906623974442482,
0.021699054166674614,
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0.018205372616648674,
0.08499672263860703,
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0.06588385999202728,
0.03965291380882263,
0.15807077288627625,
0.056948937475681305,
0.01534... | ||
guage of the retrieved literature was in English. Having excluded non-English and publications irrelevant to FDM or beyond the research scope of this study, a total number of 870 papers were selected as the sample for the subsequent analyses. Selection of software The third stage involves the identification of the prop... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.868 | ["education", "war_conflict"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.471952 | [
0.01177458930760622,
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0.042378831654787064,
0.03567767143249512,
-0.0025599373038858175,
0.09208548814058304,
0.047531306743621826,
-0.02379... | ||
in the domain of FDM and explore the possible underlying reasons for the development of the field, focusing on the most productive authors, category co-citation, document co-citation, journal co-citation and citation bursts. Developed by Chen (2004) , CiteSpace was a widely employed tool for visual exploration of liter... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.296 | 0.848 | ["communication", "networking", "philosophy", "rhetoric"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.471981 | [
0.06001950427889824,
-0.0640638992190361,
-0.06834671646356583,
0.0053196195513010025,
0.12199699133634567,
0.024351589381694794,
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0.11445536464452744,
0.0543133020401001,
-0.00810109730809927,
0.06967658549547195,
-0.020159363746643066,
0.01629... | ||
re; disassemble a network into clusters, and label clusters automatically with terms from citing publications, geospatial patterns of cooperation and areas of collaboration at an international level ( Chen, 2014 ). It supports temporal and structural analyses of a wide range of networks obtained from scientific literat... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.696 | ["networking", "communication", "economy", "rhetoric"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472069 | [
0.060896746814250946,
-0.05167948454618454,
-0.07745606452226639,
0.030752724036574364,
0.03060700185596943,
0.06000528484582901,
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0.03551677614450455,
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0.000885584217030555,
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0.009739131666719913,
0.075... | ||
ypes such as terms, institution, countries, and hybrid link types including co-occurrence, co-citation, as well as directed citing links ( Chen, 2004 ). In addition, CiteSpace can produce more distinct and detailed images than VOSviewer; and it adopts various algorithms (e.g., LLR, LSI, and MI) to extract information f... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.395 | 0.842 | ["philosophy"] | 473 | Decision Making | topic | 2026-03-21T00:51:19.472097 | [
0.006299567874521017,
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0.03321005031466484,
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0.04915592446923256,
0.04438924789428711,
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0.03... | ||
fourth stage is concerned with the data analysis. The following analysis is performed for data analysis: temporal trend of publications, the vital journals, geographical distribution, category co-occurrence, document co-citation, and citation bursts. The research process involved in this study is depicted in Figure 1 ,... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.994 | 0.834 | ["decision_making", "education", "philosophy"] | 470 | Decision Making | topic | 2026-03-21T00:51:19.472125 | [
0.10067583620548248,
0.0615597628057003,
-0.052485860884189606,
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0.027900854125618935,
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0.05207876116037369,
0.08781308680772781,
0.06787638366222382,
-0.012306648306548595,
0.055578578263521194,
0.017158109694719315,
-0.0115... | ||
al decision-making bibliometric records analysis. Results All the tables and figures in this section were from the authors’ own conception via on Microsoft Excel and Citespace software. Temporal distribution of bibliometric records and top journals We retrieved 870 publications in the field of FDM, and Figure 2 display... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.999 | 0.864 | ["decision_making", "war_conflict"] | 495 | Decision Making | topic | 2026-03-21T00:51:19.472152 | [
0.06449902057647705,
0.0008970844210125506,
-0.057363249361515045,
-0.016945187002420425,
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0.032061513513326645,
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0.06482217460870743,
0.0527215339243412,
0.11288820952177048,
-0.056374046951532364,
0.10647369176149368,
0.06662575900554657,
-0.02225... | ||
ublished works in FDM research from 2010 to 2021. This indicates an increasing and sustained interest from researchers in this topic over the past 12 years. FIGURE 2. Open in a new tab Numbers of published articles (2010–2021). The retrieved articles and reviews on FDM were carried in 451 journals of a variety of disci... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.868 | [] | 503 | Decision Making | topic | 2026-03-21T00:51:19.472176 | [
0.059533607214689255,
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0.0030467447359114885,
0.00779513968154788,
0.046107713133096695,
0.024309933185577393,
0.009824967011809349,
0.09237691015005112,
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0.0869051143527031,
-0.05159193277359009,
0.1489982306957245,
0.027413468807935715,
0.04900498... | ||
en most fruitful journals were shown in Table 1 . Journal of Marketing Research ranked the first in the number of published papers (19), followed by Frontiers in Psychology (15) and PLoS One (15), and these journals belong to the disciplines of marketing, business, economics, psychology and multidisciplinary science. T... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.87 | [] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472200 | [
0.04037775844335556,
-0.07191567867994308,
-0.0800028145313263,
0.05340861529111862,
0.0846840888261795,
0.07493472099304199,
0.022369178012013435,
0.05990608036518097,
-0.02535620704293251,
0.01870168186724186,
-0.00576251232996583,
0.0815538763999939,
0.0499187596142292,
0.00857031717896... | ||
in Psychology 15 3 PLoS One 15 4 Expert Systems with Applications 14 5 Journal of Consumer Affair 12 6 Journal of Economic Behavior Organization 12 7 Journal of Economic Psychology 12 8 Decision Support Systems 11 9 Journal of Behavioral Finance 11 10 Journal of Consumer Research 11 Open in a new tab Geographical distr... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.902 | 0.714 | ["communication", "decision_making", "resume"] | 492 | Decision Making | topic | 2026-03-21T00:51:19.472227 | [
0.0744212418794632,
-0.00598125159740448,
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0.013404429890215397,
0.06679006665945053,
0.00392570486292243,
0.029193760827183723,
0.08859731256961823,
-0.014716091565787792,
0.06793196499347687,
0.025175781920552254,
0.04253792390227318,
0.03889339417219162,
0.04290470... | ||
iginated from 74 different countries and regions. The influence of a country in the analyzed research area can be determined by its number of publications and the citations per document in the collection ( Dzikowski, 2018 ), as listed in Table 2 , where the top 10 productive countries/regions were shown. It is noted th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.389 | 0.848 | [] | 446 | Decision Making | topic | 2026-03-21T00:51:19.472252 | [
0.13207736611366272,
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-0.054768092930316925,
0.0015555383870378137,
0.039799999445676804,
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0.07414000481367111,
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0.09808338433504105,
-0.009326037019491196,
0.05041399970650673,
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, accounting for 38.7% of the total publications. The citation of per document of United States was also the highest (8,834 citations). China ranked second in the number of publications (112) and citation counts (2,038). The subsequent productive countries are England, German and Australia, with 89, 64, and 58 document... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.904 | 0.846 | ["decision_making"] | 482 | Decision Making | topic | 2026-03-21T00:51:19.472279 | [
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es/regions in financial decision-making research. Rank Countries/Regions Continent Documents Citations Avg. pub. year Avg. citations 1 United States North America 337 8,834 2016.41 26.21 2 China Asia 112 2,038 2018.08 18.20 3 England Europe 89 1,584 2016.58 17.80 4 Germany Europe 64 1,321 2017.13 20.64 5 Australia Ocea... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.712 | ["decision_making"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472307 | [
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017.09 20.65 9 France Europe 22 612 2016.23 27.82 10 Italy Europe 20 286 2016.80 14.30 Open in a new tab Figure 3 visualized the co-authorship between different countries and regions in the research domain of FDM. The amount of publication is represented by the size of circle, and the thickness of links indicates the s... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.295 | 0.718 | ["communication", "economy", "rhetoric"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472338 | [
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n publications and are correlated geographically ( Zheng et al., 2016 ). As the most prolific country in FDM research, United States has played a significant role in this research field via a comprehensive collaboration with other countries/regions, such as China, England, Germany, Canada etc. Although China ranked the... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.383 | 0.826 | ["communication", "economy", "rhetoric"] | 414 | Decision Making | topic | 2026-03-21T00:51:19.472365 | [
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has cooperated less with other countries/regions. China only collaborated with United States, Canada, Australia and Italy, and had lower citations per document compared with other prolific countries/regions. This may be partly attributed to the fact that China, as a country in Asia, is geographically distant with other... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.84 | ["economy", "communication", "rhetoric"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472391 | [
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e were major collaboration clusters gathering around England and Australia. FIGURE 3. Open in a new tab Countries/regions collaboration network of financial decision making research. Category co-occurrence analysis Category analysis can reflect the distribution structure of the research relevant to a subject matter acr... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.836 | ["communication", "decision_making", "economy", "rhetoric", "networking"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472418 | [
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nt disciplines and presents the top 6 co-occurring categories in FDM from 2010 to 2021. Nodes in the network here are cited references, and lines between nodes are co-citation links. Business and Economics, Psychology, Computer Science, and Operational Research and Management Science are the top four disciplines, indic... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.858 | ["management", "networking", "education"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472445 | [
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of operational research and management science as well as computer science, suggesting the combined attention to FDM research from both social science and natural science. FIGURE 4. Open in a new tab The most highly co-occurring categories. Table 3 illustrates the most highly co-occurring categories. The top ranked cat... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.396 | 0.85 | ["management"] | 480 | Decision Making | topic | 2026-03-21T00:51:19.472475 | [
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e sixth is Business and Finance (citations = 57). These categories fall into the traditional disciplines of business, economics and finance, with a total citation of 501 (386 + 58 + 57), indicating financial decision research attracts most attention among researchers from these disciplines (e.g., Cesarini et al., 2010 ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.985 | 0.842 | ["decision_making"] | 425 | Decision Making | topic | 2026-03-21T00:51:19.472504 | [
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Charness and Gneezy, 2012 ; Kolm et al., 2014 ). The second category is Psychology (citations = 118), which demonstrates that the psychological mechanisms of financial decision receive great attention from scholars over the past two decades (e.g., Carr and Steele, 2010 ; Serido et al., 2013 ; Brown and Taylor, 2014 ; F... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.86 | ["decision_making"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472531 | [
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process from the perspective of the computer science and technology (e.g., Merigó and Casanovas, 2011 ; Xu and Xia, 2011 ; Göçken et al., 2016 ; Zhang et al., 2021 ). The fourth category is Operational Research and Management Science (citations = 61), which falls into the discipline of management, indicating financial ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.998 | 0.71 | ["management", "decision_making"] | 489 | Decision Making | topic | 2026-03-21T00:51:19.472562 | [
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Feuerriegel, 2018 ; Zhu et al., 2019 ). TABLE 3. The most highly co-occurring categories. Rank Citation counts References 1 386 Business and Economics 2 118 Psychology 3 76 Computer Science 4 61 Operations Research and Management Science 5 58 Economics 6 57 Business, Finance Open in a new tab To sum up, according to th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.87 | ["management"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472589 | [
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o traditional disciplines such as business, economics, and management, and the newly multidisciplinary research relevant to psychology and computer science, which plays an increasingly important role in FMD research these years. Document co-citation analysis The 870 bibliographic records published between 2010 and 2021... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.392 | 0.83 | ["management", "networking"] | 460 | Decision Making | topic | 2026-03-21T00:51:19.472623 | [
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co-citation network as illustrated in Figure 5 . There were 537 individual nodes and 1,194 links, representing cited articles and co-citation relationships among the whole dataset respectively. FIGURE 5. Open in a new tab Key articles in financial decision making. The most cited article is published by Fernandes et al.... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.85 | ["networking", "decision_making", "education", "philosophy"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472651 | [
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rved that interventions to improve participants’ financial literacy had little effect on the improvement of their financial behaviors (accounted for only 0.1% of the variance), and that weaker average effects were observed for low-income participants. Based on the results of their meta-analysis, Fernandes et al. (2014)... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.299 | 0.844 | ["education"] | 502 | Decision Making | topic | 2026-03-21T00:51:19.472678 | [
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eemingly larger impacts in correlational studies. The second most cited article is by Lusardi and Mitchell (2014) who undertook an assessment on financial literacy, a rapidly growing subject of economic research. They made use of the results of previous surveys to identify the subgroups of the population with the least... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.911 | 0.834 | ["decision_making"] | 454 | Decision Making | topic | 2026-03-21T00:51:19.472705 | [
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-making in the United States and other countries. The work done by Agarwal and Mazumder (2013) is the third most cited one. They analyzed two examples where suboptimal behavior was well defined, and which were used to explore the impacts of cognitive abilities on consumer financial decisions. The first example involved... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.696 | 0.854 | ["decision_making", "resume", "family"] | 479 | Decision Making | topic | 2026-03-21T00:51:19.472731 | [
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l fault on the application of a home equity loan. They found that consumers with higher overall test scores and math scores made fewer financial mistakes. The fourth most cited article is Lusardi and Mitchell (2011) . According to their international research, they found that women had less financial literacy than men,... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.303 | 0.856 | ["resume", "family", "education"] | 487 | Decision Making | topic | 2026-03-21T00:51:19.472761 | [
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evels, retirement planning and economic literacy. They also found that distribution of total value of assets among these Early Baby Boomers was very unbalanced, and that lots of Americans on the verge of retirement had very little accumulated wealth outside their homes ( Lusardi and Mitchell, 2007 ). Co-citation: Clust... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.854 | ["strategy", "economy", "family"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472789 | [
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cluster #3 present the highest co-citation, indicating that these four clusters are the critical and active study efforts in the duration of 2010−2021 in the domain of FDM. Figures 6 , 7 present the 9 main clusters in different layouts. FIGURE 6. Open in a new tab Co-citation clusters (2010–2021). FIGURE 7. Open in a n... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.868 | ["decision_making", "education"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472817 | [
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rticles and had a silhouette value of 0.902, with more attention being focused on financial decision-making ability of groups of individuals with different cognitive impairments. The top five most cited articles are Tsai and Young (2010) , Willner et al. (2010) , Sunderaraman et al. (2019) , Bangma et al. (2020) , Yu e... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.72 | ["decision_making"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472844 | [
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y 2 replicated the pattern of results of Study 1. Additionally, angry individuals recognized lower risk in their initial financial decisions than the fearful individuals, which resulted in the increasing tendency of escalating commitment. The current findings indicated that negative emotions might not always alleviate ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.693 | 0.834 | ["decision_making", "education"] | 465 | Decision Making | topic | 2026-03-21T00:51:19.472871 | [
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al older people to make poor financial decisions. They found that metamemory deficit impaired older adults’ FDM. Sunderaraman et al. (2019) examined how the financial capacity was impacted by chronic, moderate to severe acquired brain injury (CABI). Both healthy and CABI participants completed Financial Competence Asse... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.848 | ["decision_making", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472901 | [
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suggesting that CABI can impair the financial capacity. Bangma et al. (2020) investigated the negative effects of attention deficit hyperactivity disorder (ADHD) on impulsive buying and the use of financial decision styles. It is safe to conclude from the results that adults with ADHD intended to buy more impulsively, ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.854 | ["decision_making"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.472928 | [
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factors that may impact the investment decisions made by individuals or households. There are totally 34 articles in this cluster and with a silhouette value of 0.782. The three most cited papers are Petersen et al. (2015) , Kim et al. (2016) , Gutsche et al. (2021) . Kim et al. (2016) found that the inertia patterns d... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.698 | 0.716 | ["decision_making", "family", "management"] | 491 | Decision Making | topic | 2026-03-21T00:51:19.472957 | [
0.0654042512178421,
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0.028556235134601593,
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0.081444650888443,
0.04642846807837486,
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0.025870520621538162,
-0.019... | ||
cycle portfolio choice model” they have proposed. They also concluded that investors were occupied when managing money, so they had to give up acquiring job-specific skills, and their efficiency in FDM changed with age. Gutsche et al. (2021) empirically examined decision-makers’ individual sustainable investment behavi... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.842 | ["decision_making", "management", "career", "war_conflict", "family"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.472986 | [
0.08520190417766571,
0.03700200095772743,
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0.021776322275400162,
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0.08048310875892639,
0.005853828974068165,
0.031204070895910263,
-0.009291062131524086,
0.0082... | ||
ent share of sustainable investments in their portfolios, (3) their future intention to invest sustainably. The results indicated that individual investors considered financial literacy, signals of society or word-of-mouth learning, financial performance perceived, and preferences of risk as the vital determinants for ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.896 | 0.832 | ["decision_making", "ethics", "education", "philosophy"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.473016 | [
0.11138027161359787,
0.06436863541603088,
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0.036337319761514664,
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-... | ||
ecological political identification” ( Gutsche et al., 2021 ). Petersen et al. (2015) empirically tested both the direct impact of national culture on FDM and its moderating impacts on the link between a business’ marketing efforts and the FDM of its clients. They found that national culture directly affected consumer’... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.854 | ["management"] | 509 | Decision Making | topic | 2026-03-21T00:51:19.473043 | [
0.1083659827709198,
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0.02477331832051277,
0.001600... | ||
nal culture into account of customers management. Cluster #2 is labeled as financing decision and it included 36 articles and is with a silhouette value of 0.855. The top three most cited papers are Wang (2010) , Hernádi and Ormos (2012) , Munir and Li (2016) . Wang (2010) made a comparison on the financial strategies ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.917 | 0.846 | ["management", "decision_making"] | 434 | Decision Making | topic | 2026-03-21T00:51:19.473072 | [
0.013720431365072727,
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0.06468894332647324,
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0.023501578718423843,
0.00945168174803257,
0.09392078965902328,
0.0... | ||
n through path analysis and directed graph model. Their results suggest that the financial strategies of high-tech firms’ across the Strait have various casual structures and their financial decisions have an influence on their company’s performance, capital expenditures and so on. Munir and Li (2016) attempted to expl... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.901 | 0.844 | ["decision_making", "networking", "philosophy"] | 497 | Decision Making | topic | 2026-03-21T00:51:19.473100 | [
0.07324562966823578,
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0.008149500004947186,
0.06636017560958862,
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-0.010985... | ||
ge by employing a threshold estimation technique. The results revealed that the relationship between the power of CEO and value-based leverage is an inverted U-shaped one, suggesting that CEOs with higher ability are inclined to use lower leveraged in financial decision environment. What is more, Hernádi and Ormos (201... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.85 | ["decision_making", "networking"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473128 | [
0.12236648052930832,
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0.00973002053797245,
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-0.02194058522582054,
-0.0333095... | ||
of three major theories which have been constructed mainly for developed markets. They came to the conclusion that the financial decision-making procedure of most firms in Central and Eastern Europe (CEE) countries are consistent with that of the developed countries. Cluster #3 is labeled as multiple criteria decision ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.848 | ["decision_making"] | 504 | Decision Making | topic | 2026-03-21T00:51:19.473155 | [
0.0818093940615654,
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0.0045561... | ||
ccount for the financial decision-making process. There are totally 57 papers in this cluster. The three most cited articles are Kaufmann et al. (2012) , Johnston et al. (2016) , Ranganathan (2021) . Ranganathan (2021) investigated the role of individuals’ risk attitude in FDM. The empirical results showed that the per... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.686 | 0.686 | ["decision_making"] | 430 | Decision Making | topic | 2026-03-21T00:51:19.473185 | [
0.06008569523692131,
0.01594723016023636,
-0.06575392186641693,
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0.07701682299375534,
-0.0019663593266159296,
0.006975251715630293,
0.005780952982604504,
-0.049403... | ||
ecision making as compared with the social focus. This research makes contribution to the exploration on the psychometric structure of risk in the field of FDM. Johnston et al. (2016) explored the effects of the partners’ respondent, health, cognitive ability, and personality on FDM in the household. The results indica... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.862 | ["family", "communication", "rhetoric"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473212 | [
0.061155665665864944,
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0.014281266368925571,
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0.06597132980823517,
0.08332476019859314,
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0.0467531643807888,
0.0785607397556305,
0.0017402844969183207,
-0.018082423135638237,
-0.037222... | ||
gh cognitive ability was related to a high likelihood of decision-making responsibility; (3) personality could significantly predict who was the decision-maker in the household, and great effects were observed for conscientiousness and agreeableness. Meanwhile, the authors found that many results were sensitive to whet... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.686 | 0.824 | ["decision_making", "family"] | 429 | Decision Making | topic | 2026-03-21T00:51:19.473238 | [
0.04460080713033676,
0.01878798007965088,
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0.0015763964038342237,
0.004660649225115776,
-0.018698541447520256,
0.00... | ||
role of gender in household FDM. Kaufmann et al. (2012) investigated the effects of debiasing measures and corresponding contextual variables on the effectiveness of financial decision in the supplier selection process. The results indicated individual environmental factors and organizational factors exerted different ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.838 | ["decision_making", "career", "family"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.473274 | [
0.016833024099469185,
0.03775995969772339,
0.02972903847694397,
0.003132913028821349,
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0.01661716215312481,
0.007549902889877558,
-0.008491870015859604,
-0.05614... | ||
impacts on the financial effectiveness of supplier selection decisions, with either a positive or negative effect. Cluster #4 is labeled as gender difference, which means that the investigation of the effects of gender on FDM have attracted researchers’ attention. This cluster includes 28 articles and the top three mos... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.92 | 0.83 | ["decision_making"] | 425 | Decision Making | topic | 2026-03-21T00:51:19.473303 | [
0.07248809188604355,
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0.019603440538048744,
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0.013277151621878147,
0.06114041060209274,
-0.0037766036111861467,
0.002... | ||
(2011) , Nelson (2015) , Harrison et al. (2020) . Yordanova and Alexandrova-Boshnakova (2011) administered a survey to 382 Bulgarian owner-managers of business to explore the gender differences in these businesses owners’ decision making under risk. Their findings suggest that women business owners have a lower tendenc... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.85 | ["decision_making", "management", "war_conflict"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473331 | [
0.06913470476865768,
0.02068103477358818,
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0.06579477339982986,
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0.008845583535730839,
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0.042569439858198166,
0.01584874466061592,
-0.027034... | ||
vestors, depressing their investment performance. Other clusters, such as Cluster #5 (financial wellbeing), Cluster #6 (financial capacity), Cluster #7 (affective science perspective), and Cluster #8 (bpsogsa-based feature selection) are also worthy to be mentioned. Cluster #5 mainly focuses on how people’s feeling mig... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.838 | ["philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473359 | [
0.02934975177049637,
0.004999073687940836,
0.010034793987870216,
0.10785597562789917,
0.08718368411064148,
0.04160042479634285,
0.10189995914697647,
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0.008479954674839973,
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-0.062326278537511826,
-0.0021993943955749273,
-0.0... | ||
ing powerful enables individuals to save more ( Garbinsky et al., 2014 ). Meanwhile, pleasant feeling was found to facilitate household’s behavior in risky financial market ( Cui and Cho, 2019 ). Cluster #6 is labeled as financial capacity, which is an important determinant in the study of financial exploitation. Finan... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.697 | 0.84 | ["decision_making", "family", "education"] | 485 | Decision Making | topic | 2026-03-21T00:51:19.473385 | [
0.08116322755813599,
0.02674115262925625,
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0.07028806954622269,
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0.12055610865354538,
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0.020146889612078667,
0.00008546069147996604,
0.04168001189827919,
0.012234682217240334,
-0.047004... | ||
ogical factors that might influence people’s FDM. Besides, six clinical models presented by Marson (2016) were of clinical significance in that they provided conceptual guidance for a sound clinical and forensic assessment concerning financial capacity. Prior studies also showed that individuals with moderate to severe... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.895 | 0.844 | ["decision_making", "networking"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473412 | [
0.03734216094017029,
0.04823058098554611,
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0.0077026099897921085,
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0.023135092109441757,
0.09968186169862747,
-0.0023412618320435286,
0.010499614290893078,
-0.07599031180143356,
-0.0146... | ||
d financial decision-making changes can be found in Cluster #7. Older adults may be confronted with the challenges of FDM as their brain-related processing changes ( Weierich et al., 2011 ). It was observed that individuals’ priori regions of the bilateral nucleus accumbens (NAcc) and right anterior insula were the neu... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.683 | 0.83 | ["decision_making", "crisis"] | 413 | Decision Making | topic | 2026-03-21T00:51:19.473439 | [
0.06813418865203857,
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0.006869574077427387,
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0.09534213691949844,
0.005759861320257187,
0.019451959058642387,
-0.04941390082240105,
-0.042457... | ||
financial choice tasks ( Cartmell et al., 2014 ). Participants’ anterior cingulate cortex (ACC) and superior frontal gyrus (SFG) were also found to be activated when they choose to disobey the financial authority in an investment game ( Suen et al., 2014 ). The term label of Cluster #8 suggested that some credit scorin... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.7 | 0.864 | ["decision_making", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473466 | [
0.050196148455142975,
0.001540113938972354,
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0.0015057871351018548,
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0.0671163946390152,
-0.022708432748913765,
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-0.03485756367444992,
-0.022... | ||
zany and Rudziński, 2016 ; Edla et al., 2018 ; Wang et al., 2021 ). In sum, the resulting clusters represent the main research focus in the knowledge domain of FDM. The interpretation of clusters demonstrates that the topic “financial literacy” is the most active area of research, focusing on the role (also interventio... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 1 | 0.86 | ["decision_making", "education", "philosophy"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473496 | [
0.0960359051823616,
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0.0471222810447216,
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0.04569779708981514,
-0.008291523903608322,
0.0803377628326416,
-0.015518931671977043,
-0.03426166251... | ||
exploring the research trends of a certain research filed ( Chen, 2006 ; Hou and Bo, 2016 ; Wang et al., 2019 ), and latest ongoing bursts can disclose the future trends to some extent ( Guo, 2017 ; Wang et al., 2019 ). All citation bursts since 2016 were chosen to be analyzed in order to reveal the emerging trends of ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.385 | 0.86 | [] | 424 | Decision Making | topic | 2026-03-21T00:51:19.473520 | [
-0.014812501147389412,
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-0.037658657878637314,
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0.06441877037286758,
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0.056215737015008926,
0.01646050624549389,
0.09490948170423508,
-0.038292303681373596,
0.... | ||
ongoing citation bursts appeared after this year. Table 4 displays the recent publications with citation bursts with references from 2016 onward. By analyzing the sudden increase in the citations of specific references, researchers can discover the research interests at present, and the research trends of a certain kno... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.868 | ["war_conflict", "education"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.473550 | [
0.005011886823922396,
-0.0563579760491848,
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0.04807840287685394,
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0.08200543373823166,
0.003857149975374341,
0.09859339892864227,
-0.023383120074868202,
-0.0057... | ||
ation burst presented in Table 4 , which displays the references in a way of strength of citation bursts and the beginning year of the burst. In total, 15 papers with the end year of 2021 are classified to represent different emerging trends in the future. TABLE 4. References with the most recent citation burst since 2... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.728 | [] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473575 | [
-0.05043408274650574,
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0.019748149439692497,
-0.01994585245847702,
0.10526032745838165,
-0.03450639545917511,
-0.04... | ||
15 2.83 2018 2021 Fernandes et al., 2014 2.41 2018 2019 Beshears et al., 2015 1.81 2018 2021 Bhattacharya et al., 2012 1.77 2018 2021 Hadar et al., 2013 1.77 2018 2021 Gathergood, 2012 1.77 2018 2021 Lichtenberg et al., 2015 2.33 2019 2021 Lusardi and Mitchell, 2014 2.04 2019 2021 Yan et al., 2016 2.02 2019 2021 Bangma... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.746 | [] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473598 | [
-0.02118285931646824,
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0.03039812669157982,
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0.047672249376773834,
0.036755599081516266,
0.041853416711091995,
-0.05042360723018646,
0.044307075440883636,
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0.04511... | ||
in a new tab The most compelling trend is the influence of financial or debt literacy on individual’s FDM. Lusardi and Tufano (2015) found that people with lower debt literacy were more likely to transact in high-cost ways and use high-cost borrowing. They were reported to have excessive debt loans, and were incapable ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.297 | 0.87 | [] | 508 | Decision Making | topic | 2026-03-21T00:51:19.473621 | [
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ealed in the analysis of the most cited articles. This unsurprising coincidence suggests that these two studies have ideally followed the research trend of FDM. Behrman et al. (2012) explored how American household wealth accumulation was affected by financial literacy. They found that improved financial literacy could... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.4 | 0.846 | ["economy", "family", "education"] | 512 | Decision Making | topic | 2026-03-21T00:51:19.473649 | [
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arding financial instruments diminished subjective knowledge (SK), their willingness to invest would be deterred. The results of their 4 experiments in which they used different SK manipulations showed that: (1) high SK led to an increase in consumers’ willingness to select a risky investment; (2) enhancing consumers’ ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.1 | 0.7 | ["education", "philosophy"] | 511 | Decision Making | topic | 2026-03-21T00:51:19.473675 | [
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explaining the over-indebtedness. Hastings et al. (2013) mainly discussed whether the public of United States were aware of the effects of financial education and financial literacy on economic outcomes. The second category discusses how gender differences impact decision-makers’ FDM. Charness and Gneezy (2012) set up ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9627155/ | Mapping the knowledge domain of financial decision making | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.69 | 0.684 | ["decision_making", "war_conflict", "education"] | 450 | Decision Making | topic | 2026-03-21T00:51:19.473701 | [
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