Cited by 93Monetary Policy and Economic ImpactEconomic Theory and PolicyBanking stability, regulation, efficiency

Finance and economic growth: Financing structure and non-linear impact

Open access
Benczúr, Péter, Karagiannis, Stelios, Kvedaras, Virmantas·2019·Journal of Macroeconomics

Abstract

Focusing on groups of high-income countries (OECD, EU, and EMU), this study shows that the finding of a non-linear, hump-shaped impact of financing on economic growth is robust to controlling for financing composition in terms of the sources (bank credit, debt securities, stock market) and the recipients of finances (households, non-financial and financial corporations), or both. In particular, we obtain the following results. First, the non-linear impact of total bank credit is more pronounced than that of either household credit alone, or the sum of bank credit, debt securities, and stock market financing. Second, credit to non-financial corporations tends to have a positive, while credit to households a negative impact on growth, even after allowing for non-linearities. Third, debt-securities and stock market-based financing have a different impact on growth. Finally, the estimated turning point of the non-linear relationship is close to that found by Cournède and Denk (2015) for the OECD countries, and lower than that established by Arcand, Berkes, and Panizza (2015) for a broad set of countries.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.jmacro.2018.08.001

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Financial development has a positive and significant effect on economic growth in sub-Saharan Africa.

    “Beginning with the results in Table 2, it can be observed that the results under all the three models show that financial development has a positive and significant effect on economic growth.”

    From The impact of financial development on economic growth in sub-Saharan Africa. Does institutional quality matter? (2023) · cites this paper as Benczúr, Karagiannis, and Kvedaras (2019)

    The Conclusions (page unavailable) report a positive effect of stock markets on growth, but the study examines OECD, EU, and EMU countries and finds that effects differ by type of finance. It does not establish a positive, statistically significant effect of financial development in sub-Saharan Africa. (LLM, conf=0.86)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 2

  1. Bezemer, D., Grydaki, M., Zhang, L., 2014. Is Financial Development Bad for Growth? University of Groningen, SOM Research School, Groningen (SOM Research Reports; vol. 14016-GEM).
  2. Levine, R., 2005. Finance and growth: theory and evidence. In: Aghion, P., Durlauf, S.N. (Eds.), Handbook of Economic Growth. Elsevier, Amsterdam, pp. 865-934.

Cited by

Sorted by citations

Authors
Benczúr, P., Karagiannis, S., & Kvedaras, V.
Affiliations
European Commission (BE)
Corresponding author
Benczúr, Péter
Venue
Journal of Macroeconomics
Publisher
Elsevier BV
Published
2019-12
Volume
62
Pages
103048
ISSN
0164-0704 (ISSN-L)
OpenAlex
W2770773729
Cited by
93
References
4
Citations by year
2026: 6 · 2025: 7 · 2024: 19 · 2023: 11 · 2022: 10 · 2021: 22 · 2020: 10 · 2019: 7 · 2018: 1
FWCI
21.95
Type
journal article
Language
en
Open access
Locations
  • Journal of Macroeconomics (publishedVersion, cc-by)
  • Joint Research Centre (European Commission) (submittedVersion)
Funders
European Commission
Topics
  • Social Sciences › Economics, Econometrics and Finance › General Economics, Econometrics and Finance › Monetary Policy and Economic Impact
  • Social Sciences › Economics, Econometrics and Finance › General Economics, Econometrics and Finance › Economic Theory and Policy
  • Social Sciences › Economics, Econometrics and Finance › Finance › Banking stability, regulation, efficiency
Keywords
finance and economic growth, capital structure, nonlinear relationship, bank lending, household credit, corporate lending, debt securities, stock market financing, turning points, high-income countries

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.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review