Digital Finance Adoption in Brazil: An Exploratory Analysis on Financial Apps and Digital Financial Literacy
Abstract
1. Introduction
2. Literature Review
3. Methods
4. Empirical Results
5. Discussion
6. Final Considerations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Variable | Categories | n | % |
|---|---|---|---|
| Sex | Male | 16 | 39.02 |
| Female | 25 | 60.98 | |
| Age (years) | 18–30 | 14 | 34.15 |
| 30–50 | 12 | 29.27 | |
| >50 | 15 | 36.59 | |
| Occupation | Student | 8 | 19.51 |
| Teacher | 7 | 17.07 | |
| Shopkeeper | 3 | 7.32 | |
| Public servant | 3 | 7.32 | |
| Retired | 2 | 4.88 | |
| Intern | 2 | 4.88 | |
| Military police officer | 2 | 4.88 | |
| Others | 16 | 39.02 | |
| Level of education | Elementary school education | 8 | 19.51 |
| High school education | 3 | 7.32 | |
| Incomplete higher education | 10 | 24.39 | |
| Undergraduate degree | 10 | 24.39 | |
| Graduate degree | 10 | 24.39 | |
| Living arrangement | Living alone | 7 | 17.07 |
| With spouse (no children) | 6 | 14.63 | |
| With spouse and children | 11 | 26.83 | |
| With children (no spouse) | 5 | 12.20 | |
| With parents (one or both) | 6 | 14.63 | |
| Others | 6 | 14.63 | |
| Income | Salary | 17 | 41.46 |
| Retirement pension (own or family members’) | 7 | 17.07 | |
| Scholarship/internship/student aid | 6 | 14.63 | |
| Family income (parents, spouse, fiancé, etc.) | 6 | 14.63 | |
| Mixed income (salary + other sources) | 4 | 9.76 | |
| Other income sources (investments, self-employment, etc.) | 1 | 2.44 | |
| Dependents | None | 20 | 48.78 |
| Yes (children, spouse, parents) | 19 | 46.34 | |
| Provides help, but no direct dependents | 1 | 2.44 |
| Variable | Categories | n | % |
|---|---|---|---|
| In the last six months, how many times did you visit a bank branch? | None | 26 | 63.41 |
| Once | 9 | 21.95 | |
| Twice | 3 | 7.32 | |
| Three times | 2 | 4.88 | |
| Four times | 2 | 4.88 | |
| Six times | 2 | 4.88 | |
| In the last six months, how many times did you use an ATM? | None | 17 | 41.46 |
| Once | 6 | 14.63 | |
| 2–4 times | 4 | 9.76 | |
| 5–10 times | 4 | 9.76 | |
| Six times (monthly) | 3 | 7.32 | |
| >10 times | 3 | 7.32 | |
| Few times | 4 | 9.76 | |
| In the last six months, how many times did you use a 24-h ATM? | None | 32 | 78.05 |
| Once | 2 | 4.88 | |
| 2–5 times | 1 | 2.44 | |
| Six times (monthly) | 3 | 7.32 | |
| Daily | 1 | 2.44 | |
| Yes (usage declared, no number) | 2 | 4.88 | |
| In the last six months, how many times did you visit a lottery agency to pay bills, withdraw money, or check your account balance? | None | 33 | 80.49 |
| Once | 1 | 2.44 | |
| 2–6 times | 1 | 2.44 | |
| >6 times | 3 | 7.32 | |
| Yes (no number specified) | 3 | 7.32 |
| Variable | Categories | n | % |
|---|---|---|---|
| Spending related to income | Spends less than what they earn | 23 | 56.10 |
| Spends exactly what they earn | 9 | 21.95 | |
| Spends more than what they earn | 7 | 17.07 | |
| Varies (sometimes more, sometimes less) | 2 | 4.88 | |
| Emergency fund | Does not have emergency funds | 10 | 24.39 |
| Has emergency funds, but did not specify its duration | 9 | 21.95 | |
| <3 months | 10 | 24.39 | |
| 3–6 months | 2 | 4.88 | |
| 6 months to 1 year | 4 | 9.76 | |
| >1 year | 6 | 14.63 | |
| Has a savings account (and saving frequency) | Does not have a savings account | 11 | 26.83 |
| Has a savings account, but did not specify their savings frequency/no longer saves | 7 | 17.07 | |
| Has a savings account, but rarely saves/almost never/1 or 2 times per year | 4 | 9.76 | |
| Has a savings account, saves quarterly | 1 | 2.44 | |
| Has a savings account, saves monthly | 17 | 41.46 | |
| Parents talked about money/finances during their childhood. | No | 21 | 51.22 |
| Yes | 20 | 48.78 |
| Variable | Categories | n | % |
|---|---|---|---|
| Length of time using financial apps (years) | 1–3 | 10 | 24.39 |
| 4–5 | 5 | 12.20 | |
| >5 | 26 | 63.41 | |
| Believes that personal data is secure | Yes | 24 | 58.54 |
| No or has doubts/concerns | 17 | 41.46 | |
| Victim of fraud while using financial apps | No | 7 | 17.07 |
| Yes | 34 | 82.93 | |
| Feels insecure using financial apps | No | 30 | 73.17 |
| Yes | 11 | 26.83 | |
| Action taken when having difficulty using financial apps | Contacts the bank (manager, customer support, bank branch) | 13 | 31.71 |
| Requests help from family members or acquaintances | 10 | 24.39 | |
| Searches on the Internet/tutorials | 8 | 19.51 | |
| Uses the app’s tools | 4 | 9.76 | |
| No difficulties reported | 6 | 14.63 | |
| Uses apps for financial control | Yes | 26 | 63.41 |
| No | 15 | 36.59 | |
| Has already used sports betting sites | Yes | 4 | 9.76 |
| No | 37 | 90.24 | |
| Has already gambled | Yes | 5 | 12.20 |
| No | 36 | 87.80 |
| Activity (Summary) | No (%) | Yes (%) | Never Tried (%) |
|---|---|---|---|
| Make credit card purchases | 2.44 | 97.56 | 0.00 |
| Make debit card purchases | 2.44 | 97.56 | 0.00 |
| Perform real-time payment transactions | 0.00 | 100.0 | 0.00 |
| Check current account balance in digital channels | 0.00 | 100.0 | 0.00 |
| Check account statements in digital channels | 2.44 | 97.56 | 0.00 |
| Pay bills on digital channels | 2.44 | 95.12 | 2.44 |
| Update your registration on digital channels | 12.20 | 78.05 | 9.76 |
| Perform a transfer between accounts in different institutions, electronic funds transfer, on digital channels. | 12.20 | 73.17 | 14.63 |
| Change withdrawal and transfer limits on digital channels | 12.20 | 85.37 | 2.44 |
| Activate an account on digital channels. | 17.07 | 70.73 | 12.20 |
| Locate payment proof for a bill, transfer, or real-time payment on digital channels. | 4.88 | 87.80 | 7.32 |
| Change the access password on digital channels | 14.63 | 75.61 | 9.76 |
| Activate/deactivate the card for domestic purchases on digital channels. | 14.63 | 75.61 | 9.76 |
| Create a virtual credit card on digital channels | 19.51 | 70.73 | 9.76 |
| Open an account at a digital bank | 19.51 | 68.29 | 12.20 |
| Register a real-time payment key | 7.32 | 92.68 | 0.00 |
| Withdraw at an ATM terminal | 12.20 | 87.80 | 0.00 |
| Make online purchases via real-time payment | 2.44 | 97.56 | 0.00 |
| Enroll biometric (fingerprint) access | 4.88 | 90.24 | 4.88 |
| Unblock the app through self-service | 17.07 | 73.17 | 9.76 |
| Find the service channels (phone, email, WhatsApp) on digital channels | 12.20 | 82.93 | 4.88 |
| Install a banking app on your mobile phone | 7.32 | 92.68 | 0.00 |
| Use digital channels without the help of another person | 7.32 | 90.24 | 2.44 |
| Communicate with the manager through digital channels or WhatsApp | 19.51 | 65.85 | 14.63 |
| Identify the fees charged by the bank/brokerage on digital channels | 24.39 | 70.73 | 4.88 |
| Activate/deactivate the card for international purchases on digital channels | 17.07 | 68.29 | 14.63 |
| Perform an investment or redemption in investment funds or agribusiness letter of credit on digital channels | 14.63 | 70.73 | 14.63 |
| Perform an investment or redemption in government bonds on digital channels | 39.02 | 17.07 | 43.90 |
| Perform an investment or redemption in savings on digital channels | 31.71 | 58.54 | 9.76 |
| Perform an investment or redemption in bank deposit certificates on digital channels | 36.59 | 46.34 | 17.07 |
| Buy and sell stocks on digital channels | 63.41 | 14.63 | 21.95 |
| Buy and sell foreign currency on digital channels | 60.98 | 7.32 | 31.71 |
| Buy and sell derivatives (call/put options, futures market, etc.) on digital channels | 65.85 | 7.32 | 26.83 |
| Simulate financing (car, house, etc.) on digital channels | 68.29 | 4.88 | 26.83 |
| Contract a loan on digital channels | 36.59 | 31.71 | 31.71 |
| Contract insurance on digital channels | 41.46 | 19.51 | 39.02 |
| Release access to open finance (sharing your data between financial institutions) on digital channels | 41.46 | 34.15 | 24.39 |
| Deposit checks on digital channels | 68.29 | 2.44 | 29.27 |
| Withdraw without a card at the ATM terminal | 43.90 | 36.59 | 19.51 |
| Generate a code in the app to withdraw without the card | 48.78 | 26.83 | 24.39 |
| Digital Financial Literacy | Classification | N | % |
|---|---|---|---|
| Low | <0.6 | 10 | 24.39 |
| Intermediate | 0.6–0.8 | 25 | 60.98 |
| High | >0.8 | 6 | 14.63 |
| Category | Representative Statements |
|---|---|
| Practicality and convenience | “The advantage is that you don’t even need to leave the house, right? You can do it anytime.” (7); “It makes everyday life so much easier.” (20); “It’s been a long time since I handled physical money or went to the bank.” (32); “We can pay bills right from home.” (8). |
| Speed and efficiency | “I do everything on my phone from home.” (11); “The advantage is the speed, simplicity, and convenience.” (27); “It really speeds up life a lot.” (19). |
| Control and autonomy | “You have control in your hands.” (20); “Convenience in your hands, on your phone.” (17). |
| Centralization and usability | “I use Nubank, everything is centralized there, because it’s easy.” (4); “Most apps are intuitive and easy to use.” (implied in several statements) |
| Technological progress | “Technology is wonderful.” (15); “With artificial intelligence, it will keep evolving.” (5); “There will be integration between apps.” (12). |
| Reduced bureaucracy | “You don’t have to worry about bank hours.” (15) “Before, I had to fill out many checks… now it’s all in the app.” (15) |
| Accessibility to financial services | “Before, I had to go to the branch just to transfer money. Now I can do it all on the app.” (23) |
| Support for digital inclusion (younger generations) | “Generation Z is more used to using these apps.” (37) |
| Category | Representative Statements |
|---|---|
| Frauds, scams, and cybersecurity risks | “It’s dangerous if your phone is stolen and all your data is taken.” (11); “You have to be very careful not to fall for scams.” (23); “Hackers.” (20, 36); “Sometimes fake messages arrive pretending to be from the bank.” (7); “The risk is this issue with hackers.” (20); “There are scams reported on TV every day.” (11). |
| Insecurity and lack of guarantees | “We don’t have a 100% guarantee.” (19); “There’s a lack of trust in digital systems.” (28); “If something goes wrong, there’s no one to talk to.” (9). |
| Dependence on digital infrastructure | “It’s good because of the convenience, but bad because of we’re dependent on the internet.” (10); “We end up being hostages of the system.” (37). |
| Impulsiveness and reduced financial control | “We spend very quickly… on impulse.” (31, 34); “Everything became easy, including spending.” (27) |
| Exclusion of older adults or less experience users | “Older people have difficulty with digital accounts.” (24, 30, 33); “My grandmother can’t do any of this.” (32). |
| Lack of physical customer service | “If a bigger problem happens, you can’t solve it without a branch.” (9); “Nubank, for example, doesn’t have a physical branch.”. |
| Exposure of personal data | “We end up exposing a lot of data in the apps.” (2); “All our information is there.” (29) |
| Excessive digitalization | “There will come a point when controlling money will be out of our hands.” (19); “I think it takes away people’s freedom.” (19). |
| Perspective Category | Representative Statements |
|---|---|
| Replacement of physical money | “More and more, we will use less cash and more virtual money.” (17) “Over time, it won’t be possible to have physical money anymore.” (31, 34, 35) “I believe that at some point, money might fall into disuse.” (1) |
| Expansion of apps | “I think the trend is to use them more and more.” (7) “It will all be virtual.” (18) “Used more and more.” (28) “The trend is that the use will increase even further.” (10) |
| Technological advancement and integration | “I think they will all become easier to use.” (4) “There will be integration between apps regulated by the government.” (12) “It will continue like this, just with more technology, maybe artificial intelligence.” (5) “Banks will follow this trend.” (37) |
| Decline of physical banks branches | “I think bank branches are going extinct.” (25) “Banks will become increasingly digital and no longer physical.” (27) “Nubank, for example, doesn’t have a physical bank.” (9) |
| Generational adoption | “New generations are more accustomed to using the apps.” (37) “Generation Z is already used to them” (implicit in various statements) |
| Reduction of human interaction | “There will be less human contact.” (26) “Unfortunately, that’s how it will be, but I’m old-fashioned.” (11) |
| Optimism about technological advancement | “It only makes our lives better.” (36) “I think using cell phones will end as well, it will be through fingerprint or iris recognition.” (23) “The trend is toward more applications.” (24) |
| Criticism and reservations about the digital future | “I view it with reservation… it takes away people’s freedom and everyone becomes dependent on a click from someone who is not you.” (19) “It’s practical, but problematic because of internet dependence.” (10) “It is very prone to failures and lack of control.” (19) |
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Cassola, N.M.; Becker, K.L.; Vieira, K.M.; da Silveira Feldmann, M.F.; Chaves, M.R.; Berndt, I.C.; Arruda, A.F.M. Digital Finance Adoption in Brazil: An Exploratory Analysis on Financial Apps and Digital Financial Literacy. J. Risk Financial Manag. 2025, 18, 560. https://doi.org/10.3390/jrfm18100560
Cassola NM, Becker KL, Vieira KM, da Silveira Feldmann MF, Chaves MR, Berndt IC, Arruda AFM. Digital Finance Adoption in Brazil: An Exploratory Analysis on Financial Apps and Digital Financial Literacy. Journal of Risk and Financial Management. 2025; 18(10):560. https://doi.org/10.3390/jrfm18100560
Chicago/Turabian StyleCassola, Natali Morgana, Kalinca Léia Becker, Kelmara Mendes Vieira, Maria Fernanda da Silveira Feldmann, Mariana Rodrigues Chaves, Iasmin Camile Berndt, and Anna Febe Machado Arruda. 2025. "Digital Finance Adoption in Brazil: An Exploratory Analysis on Financial Apps and Digital Financial Literacy" Journal of Risk and Financial Management 18, no. 10: 560. https://doi.org/10.3390/jrfm18100560
APA StyleCassola, N. M., Becker, K. L., Vieira, K. M., da Silveira Feldmann, M. F., Chaves, M. R., Berndt, I. C., & Arruda, A. F. M. (2025). Digital Finance Adoption in Brazil: An Exploratory Analysis on Financial Apps and Digital Financial Literacy. Journal of Risk and Financial Management, 18(10), 560. https://doi.org/10.3390/jrfm18100560

