Diversity Matters in the World of Finance: Does Ethnic and Religious Diversity Hinder Financial Development in Developing Countries?
Open accessAbstract
This paper investigates the relationship between ethnic and religious diversity ( ED and RD ) and financial development using the data from 102 developing countries. It is widely accepted that financial depth and the more ready availability of finance have a central role to play in fostering economic growth. We hypothesize that financial development in developing countries, especially those at the early stages of economic development, may be retarded by preexisting ED and RD , which may produce conflict. However, we believe that this risk can be moderated by sound institutional functioning, including good governance and democracy. Financial development is measured using M2 and private credit, both as a percentage of GDP, while ED and RD is measured using the Alesina fragmentation index. Our results are supportive of our hypothesis that ED and RD can indeed hamper financial development; these risks, however, are mitigated by well‐functioning institutional arrangements.
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Claims the paper makes
4 of 42 cited sources checked · 0 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Ethnic diversity creates more conflict in society.
“First, ethnic diversity creates more conflict in society, which results in low incomes, low levels of schooling, and insufficient infrastructure (Alesina and Rodrik 1994;Alesina and Spolaore 1997;Easterly and Levine 1997).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Alesina and Rodrik 1994 source
The Introduction (p. 3) links distributive conflict between workers and capitalists to economic growth through taxation and public spending. It does not establish that ethnic diversity creates conflict, or that such conflict causes low schooling and insufficient infrastructure; the source addresses a different kind of division. (LLM, conf=0.82)
Experimental — accuracy not yet measured - cites Alesina and Spolaore 1997 source
- cites Easterly and Levine 1997 source
- Premisecitation
Democracy provides an environment conducive to cultivating institutions that serve the common good and mitigate the detrimental effects of fragmentation on financial development.
“While democracy may not ensure perfection, it provides an environment conducive to cultivating institutions that serve the common good and mitigate the detrimental effects of fragmentation on financial development (Levy and Fukuyama 2010).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Levy and Fukuyama 2010 source
The indexed passages are catalog text and descriptions of other publications, rather than identifiable sections or pages of the cited paper. Searches for democracy, fragmentation, and financial development found no passage in our copy addressing the claimed relationship, so the attribution cannot be verified. (LLM, conf=0.70)
Experimental — accuracy not yet measured
- Findingown data
The effect of diversity on financial development is strongly dependent upon institutions and the presence of democracy.
“We observe that the effect of diversity is strongly dependent upon institutions and the presence of democracy.”
Quote in the paperSubstantial claim- Rests on an assumption: System GMM is better suited for mitigating the endogeneity problem with a minimum standard error.
- Findingown data
In developing countries, religious diversity has a negative but statistically insignificant effect on DEPTH (M2 as a percentage of GDP).
“However, RD shows a negative but insignificant impact on DEPTH.”
Quote in the paperNot a substantial claim- Rests on an assumption: Diversity is basically time-invariant, with very nominal change occurring over a long period.
- Findingown data
In developing countries, a one-unit increase in ethnic diversity reduces PRIVATE (credit to the private sector as a percentage of GDP) by 5.31, 5.41, 5.63, 5.50, and 5.80 in regressions with various democracy variables, and by 6.66 in the regression with INST.
“In the case of PRIVATE (columns 9-14), a one-unit increase in ethnic diversity sees PRIVATE decline by 5.31, 5.41, 5.63, 5.50, and 5.80 (column 9-13) in regressions incorporating various democracy variables and by 6.66 (column 14) in the regression incorporating INST).”
Quote in the paperSubstantial claim- Rests on an assumption: Diversity is basically time-invariant, with very nominal change occurring over a long period.
- Findingcitation
GDPPC has a positive significant impact on PRIVATE.
“Other control variables such as GDPPC have a positive significant impact on PRIVATE, consistent with previous research (King and Levine 1993).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites King and Levine 1993 source
- Findingown data
The results elucidate the significantly negative relationship between ethnic diversity and financial development.
“The results elucidate the significantly negative relationship between ethnic diversity and financial development.”
Quote in the paperSubstantial claim - Findingcitation
Higher ethnic diversity is associated with lower PRIVATE in developing countries.
“Higher ethnic diversity is associated with lower PRIVATE in developing countries, suggesting that diverse groups may face coordination challenges that hinder financial development, particularly where institutions are weak (Mauro 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Mauro 1995 source
- Findingown data
The interaction term of ethnic diversity with various democracy variables and institutions has a positive and significant impact on DEPTH.
“Although ethnic diversity and various democracy variables and institutions have a negative relationship with financial depth, both for DEPTH and PRIVATE, nonetheless the interaction term of ethnic diversity with various democracy variables and institutions has a positive and significant impact on DEPTH.”
Quote in the paperSubstantial claim - Findingown data
The interaction term of RD with democracy variables and institutions shows positive and significant impacts on DEPTH (except for columns 1 and 6).
“However, the interaction term of RD with democracy variables and institutions shows positive and significant impacts on DEPTH (except for columns 1 and 6) and negative and insignificant ones on PRIVATE (except for column 7).”
Quote in the paperSubstantial claim - Findingown data
Institutions play a vital and positive role in financial development for both DEPTH and PRIVATE (columns 7 and 14).
“Variety of democracy has been assessed under five dimensions, whereas institutions play a vital and positive role in financial development for both DEPTH and PRIVATE (columns 7 and 14).”
Quote in the paperSubstantial claim - Findingcitation
In going from complete ethnic homogeneity to complete ethnic heterogeneity, financial development is sharply reduced.
“Our results are similar to those of Delhey and Newton (2005) and Dincer and Wang (2011) in that they show that in going from complete ethnic homogeneity to complete ethnic heterogeneity, financial development is sharply reduced.”
Quote in the paperSubstantial claim0 of 2 sources checked - Findingown data
All the democracy variables have a negative but insignificant impact on financial development both for DEPTH and PRIVATE (columns 2-6 and 9-13, except for column 5).
“Table 1 also shows that all the democracy variables have a negative but insignificant impact on financial development both for DEPTH and PRIVATE (columns 2-6 and 9-13, except for column 5).”
Quote in the paperNot a substantial claim - Findingown data
Ethnic diversity has a significant negative relationship with financial development at columns (1)-(5) and (7)-(11) (both for DEPTH and PRIVATE).
“Ethnic diversity has a significant negative relationship with financial development at columns (1)-( 5) and ( 7)-(11) (both for DEPTH and PRIVATE) whereas columns ( 6) and ( 12) show negative and insignificant effects of INST.”
Quote in the paperSubstantial claim - Findingown data
Columns (6) and (12) show negative and insignificant effects of INST.
“Ethnic diversity has a significant negative relationship with financial development at columns (1)-( 5) and ( 7)-(11) (both for DEPTH and PRIVATE) whereas columns ( 6) and ( 12) show negative and insignificant effects of INST.”
Quote in the paperNot a substantial claim - Findingown data
The interaction term of RD with democracy variables and institutions shows negative and insignificant impacts on PRIVATE (except for column 7).
“However, the interaction term of RD with democracy variables and institutions shows positive and significant impacts on DEPTH (except for columns 1 and 6) and negative and insignificant ones on PRIVATE (except for column 7).”
Quote in the paperNot a substantial claim - Interpretationown data
Ethnic and religious diversity can hamper financial development in developing countries.
“Our results are supportive of our hypothesis that ED and RD can indeed hamper financial development”
Quote in the paperSubstantial claim- Rests on an assumption: The relationship between ethnic and religious diversity and financial development remains to be empirically addressed.
- Rests on an assumption: There is uncertainty as to whether increasing ethnic and religious diversity fosters financial development or contributes to exclusion.
- Interpretationown data
The risks of ethnic and religious diversity to financial development are mitigated by well-functioning institutional arrangements.
“these risks, however, are mitigated by well-functioning institutional arrangements.”
Quote in the paperSubstantial claim - Premisecitation
High-quality institutions can mitigate the adverse economic effects of ethnic fractionalization.
“High-quality institutions-reflected in factors such as the rule of law, bureaucratic quality, and freedom from government expropriation and repudiation of contracts-can mitigate the adverse economic effects of ethnic fractionalization identified by Easterly and Levine (1997) and others.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Easterly and Levine (1997) source
- Interpretationown data
An increase in ethnic diversity retards financial depth.
“This means that an increase in ethnic diversity retards financial depth.”
Quote in the paperSubstantial claim - Premisecitation
System GMM is regarded as an effective analytical method because it overcomes problems of normality, skewness, endogeneity, and serial correlation that arise in OLS and fixed/random effects techniques.
“This technique is regarded as an effective analytical method because it overcomes the problems of normality, skewness, endogeneity, and serial correlation that arise in OLS and fixed/random effects techniques (Judson and Owen 1999).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Judson and Owen 1999 source
- Premisecitation
Increasing diversity in developing countries creates misunderstandings in behavior, work attitudes and communication styles, disturbing the international financial market.
“The literature also shows that increasing diversity in developing countries creates miscommunication (Peterson and Seligman 2004) and misunderstandings in behavior, work attitudes and communication styles, disturbing the international financial market (Usunier and Lee 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Usunier and Lee 2005
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Ethnic and religious competition tends to degrade the institutional foundations of an economy.
“Third, ethnic and religious competition tends to degrade the institutional foundations of an economy.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Nafziger and Auvinen 2003
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
In countries with sufficiently good institutions, ethnic diversity does not necessarily impede growth or worsen economic policies.
“In countries with sufficiently good institutions, ethnic diversity does not necessarily impede growth or worsen economic policies.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Easterly (2001) source
- Premisecitation
M2 money supply is widely used as a good proxy for financial depth.
“M2 money supply is widely used for the analysis of many empirical studies as a good proxy for financial depth (Hasan and Murshed 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hasan and Murshed 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
Effective democratic governance and well-functioning institutions may play a crucial role in harnessing the potential benefits of ethnic diversity for financial development.
“Furthermore, effective democratic governance and well-functioning institutions may play a crucial role in harnessing the potential benefits of ethnic diversity for financial development.”
Quote in the paperSubstantial claim - Premisecitation
Fixed-effects and random-effects models are more effective for handling panel data in order to account for possible heterogeneity among countries.
“Fixed-effects and random-effects models are more effective for handling panel data in order to account for possible heterogeneity among countries (Gujarati 2003;Wooldridge 2010).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Gujarati 2003
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Wooldridge 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
When ethnic and personal attachments are the leading principles rather than the rule of law, public institutional capacity will most likely deteriorate.
“When ethnic and personal attachments are the leading principles rather than the rule of law, then ultimately public institutional capacity will most likely deteriorate (Nafziger and Auvinen 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Nafziger and Auvinen 2003
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
Diverse groups may face coordination challenges that hinder financial development, particularly where institutions are weak.
“Higher ethnic diversity is associated with lower PRIVATE in developing countries, suggesting that diverse groups may face coordination challenges that hinder financial development, particularly where institutions are weak (Mauro 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Mauro 1995 source
- Interpretationcitation
The results are consistent with theories suggesting that ethnic diversity may pose challenges to the development of strong public institutions in developing countries.
“The results are consistent with theories suggesting that ethnic diversity may pose challenges to the development of strong public institutions in developing countries (Amin 2021;Väyrynen 2003).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
In developing countries, ethnically polarized societies under competitive rent-seeking conditions have difficulty agreeing on public goods like infrastructure, education, and sound policies.
“Second, in developing countries, ethnically polarized societies under competitive rent-seeking conditions have difficulty agreeing on public goods like infrastructure, education, and sound policies.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Easterly and Levine 1997 source
- Premisecitation
Increasing diversity in developing countries creates miscommunication.
“The literature also shows that increasing diversity in developing countries creates miscommunication (Peterson and Seligman 2004) and misunderstandings in behavior, work attitudes and communication styles, disturbing the international financial market (Usunier and Lee 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Peterson and Seligman 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
This study suggests that even great diversity is present, its adverse effects on financial development can be mitigated by well-functioning and good quality institutions.
“This study suggests that even great diversity is present, its adverse effects on financial development can be mitigated by well-functioning and good quality institutions.”
Quote in the paperSubstantial claim
- May combine two claims. 18
- Classified as probably not a substantial claim. 21
May combine two claims.
PremisecitationConflict from ethnic diversity results in low incomes, low levels of schooling, and insufficient infrastructure.
“First, ethnic diversity creates more conflict in society, which results in low incomes, low levels of schooling, and insufficient infrastructure (Alesina and Rodrik 1994;Alesina and Spolaore 1997;Easterly and Levine 1997).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Alesina and Rodrik 1994 source
The Introduction (p. 2) links distributive conflict between labor and capital to economic growth and public investment; Section 5 (p. 29) reports that income inequality is associated with weaker growth in democracies. The paper does not establish that ethnic diversity causes conflict or that such conflict produces low income levels, low schooling levels, or insufficient infrastructure. (LLM, conf=0.82)
Experimental — accuracy not yet measured - cites Alesina and Spolaore 1997 source
- cites Easterly and Levine 1997 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe Alesina fractionalization index has widely been used in empirical analysis.
“However, Alesina's fractionalization index has widely been used in empirical analysis.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Alesina et al. 2003 source
The Introduction says a measure of ethnic fractionalization had become a standard control in cross-country regressions, and Section 2.1 introduces the authors’ new measures. But Section 2.2 identifies the index usually used in earlier literature as one based on Soviet data. The copy does not establish that the new Alesina index itself had been widely used. (LLM, conf=0.84)
Experimental — accuracy not yet measured
May combine two claims.
Findingown dataIn developing countries, religious diversity has a negative but statistically insignificant effect on PRIVATE (credit to the private sector as a percentage of GDP), except in the regression incorporating INST where the effect is -3.69.
“However, RD shows a negative but insignificant impact on PRIVATE, except for the regression incorporating INST at À3.69 (column 14).”
Quote in the paperNot a substantial claim- Rests on an assumption: Diversity is basically time-invariant, with very nominal change occurring over a long period.
May combine two claims.
Findingown dataIn developing countries, a one-unit increase in ethnic diversity reduces DEPTH (M2 as a percentage of GDP) by 2.58, 2.72, 2.92, 2.72, and 2.66 in regressions with various democracy variables, and by 1.87 in the regression with INST.
“Table 1 shows that for a one-unit increase in ethnic diversity, DEPTH is deteriorated by 2.58, 2.72, 2.92, 2.72, and 2.66 (columns 2-6) in regressions incorporating various democracy variables”
- Also stated in: § 4. RESULTS · plain
“and by 1.87 (column 7) in the regression incorporating INST.”
Quote in the paperSubstantial claim- Rests on an assumption: Diversity is basically time-invariant, with very nominal change occurring over a long period.
- Also stated in: § 4. RESULTS · plain
May combine two claims.
Findingown dataThe results reveal a robust relationship between ED and RD and financial development (DEPTH and PRIVATE).
“Our results reveal a robust relationship between ED and RD and financial development (DEPTH and PRIVATE).”
Quote in the paperSubstantial claim- Rests on an assumption: Diversity is basically time-invariant, with very nominal change occurring over a long period.
May combine two claims.
Findingown dataEthnic diversity and various democracy variables and institutions have a negative relationship with financial depth, both for DEPTH and PRIVATE.
“Although ethnic diversity and various democracy variables and institutions have a negative relationship with financial depth, both for DEPTH and PRIVATE, nonetheless the interaction term of ethnic diversity with various democracy variables and institutions has a positive and significant impact on DEPTH.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationEthnic diversity has a more adverse effect on economic policy and growth when a government's institutions are poor.
“Easterly (2001) indicated that ethnic diversity has a more adverse effect on economic policy and growth when a government's institutions are poor.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Easterly (2001) source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe stability of the models was tested through post-estimation tests.
“The stability of the models was tested through post-estimation tests.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningDiverse perspectives and experiences brought about by ethnic diversity can lead to enhanced problem-solving abilities, increased entrepreneurship, and greater market innovation, all of which contribute to a more vibrant and inclusive financial sector.
“In such contexts, diverse perspectives and experiences brought about by ethnic diversity can lead to enhanced problem-solving abilities, increased entrepreneurship, and greater market innovation, all of which contribute to a more vibrant and inclusive financial sector.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningEthnic diversity, when coupled with strong democratic institutions, can foster social trust, reduce social tensions, and enhance cooperation, ultimately leading to a more resilient and inclusive financial system.
“As a result, ethnic diversity, when coupled with strong democratic institutions, can foster social trust, reduce social tensions, and enhance cooperation, ultimately leading to a more resilient and inclusive financial system.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationForms of violence are not the sole channels through which ethnic fragmentation and its interaction with institutions affect economic growth.
“However, it is important to note that these forms of violence are not the sole channels through which ethnic fragmentation and its interaction with institutions affect economic growth (Amin 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Amin 2019 source
Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningGovernance structures ensure the protection of minority rights, promote social cohesion, and provide a conducive environment for diverse voices to be heard and valued.
“These governance structures ensure the protection of minority rights, promote social cohesion, and provide a conducive environment for diverse voices to be heard and valued.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationKim et al. (2020) found that religious diversity and the proportion of the Muslim population exert notable influences on financial development.
“Their findings suggest that RD and the proportion of the Muslim population exert notable influences on financial development.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kim et al. (2020)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
Study design and conductreasoningThis research utilized the system GMM model with added lagged variables as the instrument to control for endogeneity.
“Hence, to control for this effect, this research utilized the system GMM model with added lagged variables as the instrument for empirical analysis.”
Quote in the paperSubstantial claim- Rests on an assumption: System GMM is better suited for mitigating the endogeneity problem with a minimum standard error.
May combine two claims.
PremisecitationThis difficulty brings about two fundamental setbacks that are endemic disorders for financial development: rent-seeking activities and incongruity in public policies.
“Furthermore, this brings about two fundamental setbacks that are endemic disorders for financial developmentrent-seeking activities and incongruity in public policies (Easterly and Levine 1997).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Easterly and Levine 1997 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationED and RD can lead to financial deficits, requiring solutions beyond those offered by existing market and government sectors.
“ED and RD can lead to financial deficits, requiring solutions beyond those offered by existing market and government sectors (Ayob 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ayob 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationWhen using panel data analysis and neglecting country and/or time-specific effects, the model specification can become heterogeneous and parameter estimates can be unreliable and meaningless.
“When using panel data analysis and neglecting the country and/or timespecific effects that may exist among cross-sections and time-series units, the model specification can become heterogeneous.This can cause the parameter estimates to be unreliable and meaningless (Hsiao 1986).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hsiao 1986
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationChurchill and Appau (2020) found a nuanced relationship between fractionalization and MFI financial performance, suggesting both positive effects on financial performance and negative impacts on outreach depth.
“Their study highlights the nuanced relationship between fractionalization and MFI financial performance, suggesting both positive effects on financial performance and negative impacts on outreach depth.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Churchill and Appau (2020)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationDeveloping countries face a more deep-seated situation because discrimination in society can create prejudice that could lead to lower outcomes.
“Developing countries face a more deep-seated situation because discrimination in society can create prejudice that could lead to lower outcomes (Becker 1962).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Becker 1962 source
Classified as probably not a substantial claim.
InterpretationreasoningIn countries where democracy is strong and institutions are robust, ethnic diversity may act as a catalyst for innovation, creativity, and economic dynamism.
“One plausible explanation for this phenomenon could be that in countries where democracy is strong and institutions are robust, ethnic diversity may act as a catalyst for innovation, creativity, and economic dynamism.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningA fixed-effects model is ideal in this case because it can control for unobserved country and time-fixed effects.
“However, in this case, a fixed-effects model would be ideal because it can control for unobserved country and time-fixed effects.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationInstitutional quality is a catalyst for financial sector development across both developed and developing economies.
“Notably, institutional quality has been identified as a catalyst for financial sector development across both developed and developing economies (Le et al. 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Le et al. 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe prevalence of weak institutions and the presence of extensive unproductive and profit-seeking activities are often linked to the higher socioeconomic costs of a well-functioning state, where economic progress and democratic institutions have deteriorated.
“The prevalence of weak institutions and the presence of extensive unproductive and profit-seeking activities are often linked to the higher socioeconomic costs of a well-functioning state, where economic progress and democratic institutions have deteriorated (Rodrik 2008;Väyrynen 2003).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Rodrik 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Väyrynen 2003 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationResearch based on cultural finance suggests that cultural effects impact a country's financial development, investor behavior, and financial market performance.
“Much research has been based on cultural finance, suggesting the impact of cultural effects on a country's financial development (Kwok and Tadesse 2006), investor behavior (Breuer et al. 2014), and financial market performance (Chang et al. 2015).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Kwok and Tadesse 2006 source
- cites Breuer et al. 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Chang et al. 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
Study design and conductreasoningThe study's identification strategy is based on adopting the system GMM technique to address endogeneity problems inherent in the fixed effects model.
“Our identification strategy is based on adopting the system GMM technique to address endogeneity problems inherent in the fixed effects model.”
Quote in the paperSubstantial claim- Rests on an assumption: System GMM is better suited for mitigating the endogeneity problem with a minimum standard error.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationA diverse society can cause low morale, which can badly hurt a country's reputational status worldwide.
“A diverse society can also be a cause of confusion; lack of teamwork, confidence and environmental care; and protection problems (Videras and Bordoni 2006), as well as low morale, which can also badly hurt a country's reputational status worldwide.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Videras and Bordoni 2006 source
May combine two claims.
PremisecitationA diverse society can be a cause of confusion, lack of teamwork, confidence and environmental care, and protection problems.
“A diverse society can also be a cause of confusion; lack of teamwork, confidence and environmental care; and protection problems (Videras and Bordoni 2006), as well as low morale, which can also badly hurt a country's reputational status worldwide.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Videras and Bordoni 2006 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWhite's robust standard errors correction has been applied in all the models.
“In this regards, White's robust standard errors correction has applied in all the models.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe study used the Hausman test for the selection of models, whether fixed effect or random effect.
“The study used the Hausman test, for the selection of models, whether fixed effect or random effect.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenFor all models, this study performed post-estimation model tests in order to check whether any violation of assumptions, autocorrelations, or heteroscedasticity had occurred.
“For all models, this study performed post-estimation model tests in order to check whether any violation of assumptions, autocorrelations, or heteroscedasticity had occurred.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Diversity is basically time-invariant, with very nominal change occurring over a long period.
“Diversity is basically time-invariant data; within it, very nominal change occurs over a long period.”
The paper relies on this without support.
The relationship between ethnic and religious diversity and financial development remains to be empirically addressed.
“Therefore, the relationship between ED and RD and financial development is an issue that remains to be empirically addressed.”
The paper relies on this without support.
There is uncertainty as to whether increasing ethnic and religious diversity fosters financial development or contributes to exclusion.
“There is still uncertainty as to whether increasing ED and RD foster financial development or contribute to exclusion.”
The paper relies on this without support.
System GMM is better suited for mitigating the endogeneity problem with a minimum standard error.
“System GMM is better suited for mitigating the endogeneity problem with a minimum standard error.”
The paper relies on this without support.
Increasing population size increases demand for banks, social infrastructure, goods and services, and natural resources, all of which are positively associated with financial development.
“Increasing population size means increasing demand for banks, social infrastructure, goods and services, and natural resources, all of which are positively associated with the financial development of any country.”
The paper relies on this without support.
An increase in terms of trade increases the rate of return on producing traded and nontraded commodities, which ultimately pushes the financial sector upward.
“An increase in TOT means that the rate of return on producing the traded and nontraded commodities increases, which ultimately pushes the financial sector upward.”
The paper relies on this without support.
Weak institutional frameworks often hinder the ability of financial intermediaries to efficiently allocate resources toward productive activities.
“Weak institutional frameworks often hinder the ability of financial intermediaries to efficiently allocate resources toward productive activities.”
The paper relies on this without support.
A country with a higher level of per capita income will have a more developed and organized financial sector.
“The literature shows that a country with a higher level of per capita income will have a more developed and organized financial sector.”
The paper relies on this without support.
Good institutions reduce the risk of conflicts and genocides that might arise from ethnic fractionalization.
“Additionally, good institutions reduce the risk of conflicts and genocides that might arise from ethnic fractionalization.”
The paper relies on this without support.
Fixed- or random-effects models cannot handle the effect of endogeneity.
“One shortcoming of the fixedor randomeffects models is that they cannot handle the effect of endogeneity.”
The paper relies on this without support.
Previous literature suggests that a family-based or group-oriented society may be negatively related to financial development.
“While previous literature suggests that a”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Institutional effects are described as negative despite positive table entries
MinorThe discussion says the institutional effects in columns 6 and 12 are negative and insignificant. The displayed INST coefficients are positive in both columns, and column 6 is marked significant.
“whereas columns ( 6) and ( 12) show negative and insignificant effects of INST.”
“0.022* 0.024 | (0.022) (0.028)”
A deposits-to-GDP ratio is assigned a dollar unit
MinorA ratio of deposits to GDP cannot have units of US dollars. The paper also describes its financial-depth measure as a percentage of GDP.
“The World Bank classified the ratio of deposits to GDP as one of the good indicators of financial depth, and the unit is measured in 2010 constant US dollars.”
“This study divided FD into two important subparts: M2 as a percentage of GDP (DEPTH) and credit allocated to the private sector by banks as a percentage of GDP (PRIVATE).”
Cites
A Mathematical Theory of Communication
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Flagged first, then by citations
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Cited by
Sorted by citations
Amin, S., & Yasin, I. (2025) · Journal of Public Mental Health · doi:10.1108/jpmh-04-2025-0054
Self-citationTo Trust or Not to Trust? Financial Inclusion and Fragmentation of Trust in Developing CountriesPreprint
Bertrand, J., Ghassem, E. G. E., & Perrin, C. (2026) · Research Square · doi:10.21203/rs.3.rs-9523032/v1
- Authors
- Amin, S., & Murshed, S. M.
- Affiliations
- University of Oulu (FI)
- International Institute of Social Studies (NL)
- Corresponding author
- Amin, Saqib
- Venue
- The Developing Economies
- Publisher
- Wiley
- Published
- 2025-02-27
- Volume
- 63
- Issue
- 3
- Pages
- 262-284
- ISSN
- 0012-1533 (ISSN-L)
- 1746-1049
- OpenAlex
- W4408333203
- Cited by
- 7
- References
- 50
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 1 · 2023: 1
- FWCI
- 11.05
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- The Developing Economies (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- RePEc: Research Papers in Economics (submittedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- Topics
- Social Sciences › Demography › Culture, Economy, and Development Studies
- Social Sciences › Economics, Econometrics and Finance › General Economics, Econometrics and Finance › Monetary Policy and Economic Impact
- Physical Sciences › Computer Science › Information Systems › Economic Growth and Development
- Keywords
- ethnic diversity, religious diversity, financial development, developing countries, institutional quality, governance, democracy, M2 money supply, private credit, economic growth
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
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