Executive Summary

January 27, 2026

Impacts of customer and user experience on the choice of banking institutions

Angelica Mayumi Yamada Iglesias; Pablo Henrique Paschoal Capucho

Summary prepared by the ResumeAI tool, an artificial intelligence solution developed by the Pecege Institute focused on synthesis and writing.

This research identifies the impacts of customer experience (CX) and user experience (UX) on the choice and loyalty of banking institutions by Brazilian consumers. The study analyzes how CX and UX influence the decision to keep or abandon a bank, traditional or digital, in a scenario of intense digitalization. The objective is to map the critical factors of value and satisfaction, comparing business models to outline customer acquisition and retention strategies, considering the holistic interaction of the consumer with the brand, from human service to the usability of digital platforms.

The Brazilian banking sector underwent a profound transformation, influenced by the actions of the State and society (Metzner and Matias, 2015). Deregulation, technological advancement, and new management strategies were decisive for the evolution of the business model, compelling traditional banks such as Itaú and Banco do Brasil to adapt to maintain their relevance.

The emergence of digital banks such as Nubank and C6 Bank represented a turning point, focusing on market niches neglected by conventional institutions. The target audience consisted of customers dissatisfied with the traditional model, who criticized the bureaucracy and low quality of services (Marques, 2019). The rapid adoption of this model highlighted Brazil on the global stage: the number of digital bank customers grew by 73% between 2018 and 2020, and 44% of Brazilian banking customers had an account in an exclusively digital institution by 2020 (N26, 2021).

This disruption forced conventional banks to reposition themselves in a market that demands more modern and efficient services (Moura et al., 2023). The main current distinction lies in the service model: digital banks are remote, while traditional ones offer a hybrid model. In this environment, customer experience (CX) has become a strategic differentiator. CX encompasses the entirety of a customer’s perceptions throughout their interactions with a company, influencing loyalty (Richardson, 2010; Finio et al., 2024). The consumer journey, touchpoints, and product ecosystems are crucial for shaping this perception.

In the banking sector, CX ranges from account opening to transactions and support, being essential points of contact (Finio et al., 2024). In a market with homogeneous products, the quality of interaction and the usability of platforms are critical differentiators. User experience (UX), focused on interaction with digital applications and their visual and functional aspects, is a vital component of CX in the digital context (Finio et al., 2024).

The research adopted a mixed-methods approach, integrating quantitative and qualitative data for a robust understanding of the phenomenon (Creswell, 2010). The study is exploratory, by deepening the elements of CX and UX, and descriptive, by analyzing consumer preference factors based on the collected data (Gil, 2008; Lakatos and Marconi, 2003).

Data collection occurred in two stages. The first was a structured questionnaire via Google Forms, with closed and open questions, applied to bank clients in general. The form presented the concepts of CX and UX and collected demographic data and perceptions about the use of applications and customer service, ensuring anonymity. The second stage consisted of semi-structured interviews with a diverse sample, including two retired bank employees, one retired merchant, an expansion coordinator, and a UX/UI Design professional, to deepen motivations and expectations regarding CX and UX.

The data analysis was integrated. Quantitative data from the questionnaire were statistically analyzed to identify patterns and correlations. Open-ended responses and interview transcripts were subjected to thematic content analysis to identify recurring themes. The combination of methods allowed us to understand not only “what” consumers prefer, but also “why” they make their choices.

The research obtained 54 anonymous responses to the questionnaire, enriched by five interviews. The demographic profile of the questionnaire respondents is concentrated: 81.48% reside in São Paulo, 62.96% are between 25 and 30 years old, 62.96% are female, and the majority have high education levels (51.85% with complete higher education and 33.33% with postgraduate studies or higher). Although this is a limitation for generalization, it offers a portrait of an economically active and digitized segment. Nubank is the institution with the most clients in the sample (40 respondents, 74%), followed by Itaú (30 clients, 55.55%) and Banco do Brasil (26 clients, 48.15%), signaling the coexistence of both models.

The prevalence of “multi-banked” behavior was a relevant finding: 31.48% of respondents have accounts in two banks and 25.93% in three. The average number of institutions per user aligns with the Brazilian market average of 2.3 (Rodrigues, 2021). Although Nubank leads in customer numbers, Itaú was identified as the most used on a daily basis, mainly due to the convenience of salary reception, an indicator of a “primary bank” (Bapat, 2015). Nubank, second in daily use, was praised for its practicality and intuitive interface. Banco do Brasil and Santander were associated with security and long-term relationships.

Regarding support channels, digital channels predominate, with chat (37.04%) and in-app help section (27.78%) being the preferred ones. However, traditional channels such as telephone (22.22%) and physical branches (12.96%) maintain their relevance, suggesting the need for an omnichannel strategy. The preference for bank type resulted in a technical tie: 40.74% prefer digital banks, 40.74% use both complementarily, and 18.52% exclusively prefer traditional ones. The reasons for choosing digital banks were practicality, absence of queues, and reduced fees (Marques, 2019), while the preference for traditional ones is anchored in the perception of security, reliability, and human service.

The use of banking applications is massive, confirming their role as the main point of contact. Febravam’s research (2025) indicated that 75% of banking transactions in Brazil occur through applications. In the sample, 62.96% use the application daily and 37.04% a few times a week. The most common operations are transactional: payments (32.21%), transfers (27.52%), and balance checks (21.48%), indicating frequent use, but focused on basic functionalities. Regarding the abandonment of institutions, 48.15% have never left a bank due to dissatisfaction. For those who did, the quality of service was the main trigger (20.37%), surpassing isolated dissatisfaction with the application (12.96%). Combined dissatisfaction with service and application was responsible for 18.52% of cases. Customer satisfaction theory (Kotler and Keller, 2013) explains that failures in support and usability lead to broken expectations.

When asked which bank offers a good customer experience (CX), respondents indicated Nubank (29.07%) in first place, followed by Itaú (20.93%) and Banco do Brasil (13.95%), showing the perception of quality and trust that traditional banks project. However, when evaluating user experience (UX), Nubank leads with 36.26% of indications, more than double the second-place finisher, Itaú (16.48%). This result highlights Nubank’s competitive advantage in building an intuitive and functional digital interface, consolidating it as a benchmark in UX in the sector.

The analysis of the degree of importance attributed to CX and UX factors revealed a clear hierarchy. The most critical factor, with over 80% of participants assigning maximum importance, was “speed in problem resolution and support.” In second place, “trust and security of the institution.” With over 60% relevance, are “clarity and transparency about products/services” and “application transaction speed.” In contrast, “variety of products/services” and “customer page personalization” were considered the least relevant, with less than 20% maximum importance. This suggests that consumers value efficiency, reliability, and simplicity over an excess of functionalities.

The interviews deepened the findings. Interviewees A and B, with careers in traditional banks, reinforced the view of a more competitive market and maintain a strong bond of trust with Banco do Brasil. Interviewee C, a retired merchant, exemplified the hybrid customer: she uses Banco do Brasil for daily operations, valuing human contact, but prefers Nubank for her credit card due to the app’s ease of use. Interviewee D, a UX/UI professional, stated that Nubank’s superior UX can compensate for less competitive fees, as the intuitive interface conveys security, highlighting the low tolerance for errors in financial products. Interviewee E, an expansion coordinator, personifies the multibanking strategy, using Nubank for daily activities, Itaú to accumulate points, and Inter for investments, reinforcing Nubank’s leadership in UX. The results indicate that choice and loyalty are determined by the synergy between CX and UX, with digital banks setting a new standard for usability and traditional banks being valued for security and human support.

The data analysis allows us to conclude that CX and UX are interdependent and crucial factors in choice and loyalty in the Brazilian banking sector. The study showed that, while digital banks like Nubank have established a new paradigm of digital usability (UX), traditional ones like Itaú and Banco do Brasil maintain relevance due to the perception of security and human support (CX). There is no superiority of one model, but a complementarity, with customers adopting a multi-banking strategy. Agility in problem-solving, trust in the institution, and usability of applications emerged as the most valued attributes. An important finding was users’ low tolerance for errors in financial applications, which affects the perception of security. The study’s limitations include the geographical and age concentration of the sample, suggesting the need for future research with a broader sample. It is concluded that the objective was achieved: it was demonstrated that excellence in the modern banking customer journey requires a harmonious integration between a fluid digital user experience and a customer experience that conveys trust and offers effective support, with the combination of these elements being the main competitive advantage in the current market.

References:
Bapat, D. 2015. Primary bank as a measure of brand loyalty: an empirical study in Indian retail banking context. Journal of Services Research.
Creswell, J. W. 2010. Research design: qualitative, quantitative, and mixed methods. 3rd ed. Artmed Publisher, Porto Alegre, RS, Brazil.
Febravam. Febravam Banking Technology Survey 2025: Volume 2. São Paulo: Febravam, 2025.
Finio, M.; Downie, A; Douglas, N. 2024. What is customer experience in banking?
Gil, A. C. 2008. Social research methods and techniques. 6th ed. Atlas Publisher, São Paulo, SP, Brazil.
Kotler, P.; Keller, K. 2013. Marketing Management. 14th ed. Pearson Education do Brasil, São Paulo, SP, Brazil.
Lakatos, E. M; Marconi, M. A. 2003. Fundamentals of scientific methodology. 5th ed. Atlas Publisher, São Paulo, SP, Brazil.
Marques, F. B. 2019. Digital Banks x Traditional Banks: an analysis of the implications caused by digital banks in the Brazilian banking market. Professional Master’s Dissertation. Postgraduate Program in Organizational Management, Federal University of Uberlândia, Uberlândia, MG, Brazil.
Metzner, T. D.; Matias, A. B. 2015. The Brazilian banking sector from 1990 to 2010. 1st ed. Manole Ltda. Publisher. Barueri, SP, Brazil.
Moura, J. S.; Barbos, L. R.; Henrich, M. M. C; Batista, R. C. 2023. The Digital Evolution in the Brazilian Banking Market: comparative analysis between traditional banks and digital banks. Final undergraduate course monograph. Bachelor’s in Administration, Federal Institute of Goiano, Campos Belos, GO, Brazil.
N26. 2021. N26 x Accenture – Global Digital Banking Index 2021.
Richardson, A. 2010. Understanding Customer Experience. Harvard Business Review.
Rodrigues, E. 2021. More than doubles the number of digital bank users.

Executive summary from the Final Project of Specialization in Digital Business from the MBA USP/Esalq

Learn more about the course; click here:

Who edited this article

Most recent

You may also like

Executive Mba In Leadership And Management

November 04, 2026

Financiamento Sustentável no Agronegócio: o Desafio de Escalar o CRA CRF no Cerrado

O presente Business Case analisou a oportunidade de expansão de operações de financiamento sustentável no agronegócio por meio de Certificados de Recebíveis do Agronegócio (CRA) vinculados ao modelo Responsible Commodities Facility (RCF). O objetivo consistiu em avaliar como o CRA RCF poderia superar limitações operacionais, integrando monitoramento satelital, auditorias externas, critérios técnicos de elegibilidade e métricas verificáveis, preservando a viabilidade econômica do financiamento. Para isso, mapearam-se os fatores causais que limitavam a expansão do programa, utilizando um diagrama de Ishikawa. Avaliaram-se três alternativas estratégicas, e uma matriz de decisão indicou a mais aderente. A metodologia de avaliação baseou-se na coleta periódica de dados operacionais, financeiros e socioambientais, comparando-os com uma linha de base existente. A análise identificou que a escalabilidade do programa era restringida por desafios de governança de dados, monitoramento territorial e processos de elegibilidade. Como resultado, recomendou-se a implementação de um framework operacional integrado, focado na padronização de critérios socioambientais, integração de bases geoespaciais, monitoramento contínuo e aprimoramento do reporte de impacto. A solução proposta demonstrou ser a alternativa mais adequada para promover o crescimento sustentável do programa, com expectativa de ampliar o volume financiado, reduzir custos operacionais, expandir a área monitorada sob critérios de produção livre de conversão e fortalecer a credibilidade institucional, contribuindo para um mercado financeiro agrícola mais sustentável.

Palavras-chave: Agronegócio; Cerrado; CRA RCF; ESG; Financiamento sustentável.

Executive Mba In Leadership And Management

November 04, 2026

Gestão de Ativos de Aterramento e SPDA: Estruturação de Modelo Aplicado à Mineração

Uma mina de cobre em Marabá (PA) operava sem um processo formal de gestão para os sistemas de aterramento e SPDA, o que gerou um passivo de não conformidades e ameaçou a certificação ISO 14001, essencial para a receita. O trabalho objetivou estruturar um modelo formal de gestão para esses ativos, capaz de atacar as causas reais do problema. Para isso, aplicou-se o Diagrama de Ishikawa para identificar as causas estruturais das não conformidades, distribuindo-as em categorias como métodos e materiais. Em seguida, utilizou-se a Matriz GUT para priorizar as causas mais críticas, como a ausência de procedimento de gestão e de plano de inspeção. Cinco alternativas de solução foram avaliadas por uma matriz de decisão multicritério e um estudo de viabilidade. A alternativa de gestão interna estruturada e faseada até 2030 (Alternativa 5) foi a recomendada, obtendo a maior pontuação (122 pontos), com o modelo híbrido servindo de apoio pontual para expertise externa em fases críticas. O plano de implementação previu cinco fases até 2030, incluindo mapeamento e saneamento documental, adequação técnica prioritária, consolidação e expansão do modelo, e maturidade. A meta principal foi alcançar 100% das edificações mapeadas e adequadas, e eliminar apontamentos em auditorias ISO 14001. Concluiu-se que o modelo proposto transformou a gestão reativa em um processo proativo, com responsabilidades definidas e indicadores de desempenho, garantindo a conformidade normativa, a previsibilidade técnica e a continuidade operacional da planta.

Palavras-chave: Aterramento; Gestão de ativos; ISO 14001; Mineração; SPDA.

Executive Mba In Leadership And Management

November 04, 2026

Viabilidade Econômica da Comercialização de Co2 Liquefeito em Biorrefinarias de Etanol de Milho no Brasil

A busca global pela descarbonização intensificou o interesse no aproveitamento de CO2 biogênico, especialmente de biorrefinarias de etanol de milho, que geram CO2 concentrado e ainda pouco valorizado. Este Business Case avaliou a viabilidade econômico-financeira da produção e comercialização de CO2 liquefeito por meio da implantação de uma unidade de captura, purificação e liquefação em uma biorrefinaria de etanol de milho no Brasil. O estudo considerou uma capacidade nominal de 150 t/dia, analisando o mercado potencial, o investimento necessário, os custos operacionais e os resultados econômicos, utilizando indicadores como Valor Presente Líquido (VPL), Taxa Interna de Retorno (TIR) e payback descontado. O projeto exigiu investimento estimado de R$ 93,4 milhões e produziu potencialmente 49.875 t/ano de CO2 liquefeito. Nas premissas adotadas, apresentou VPL de R$ 22,1 milhões, TIR de 19,5% ao ano, payback descontado de 10,5 anos e preço de equilíbrio de R$ 727/t. A análise de mercado indicou dimensão compatível com a produção proposta, mas evidenciou a necessidade de validação regional da demanda e de contratação antecipada de parcela relevante da capacidade. Concluiu-se que o projeto era economicamente viável, com margem de 19,2% antes de o VPL atingir zero, porém sua atratividade dependia da confirmação do preço líquido de venda, do investimento e do consumo de energia. Recomendou-se avançar para validação comercial e engenharia básica, condicionando-se a decisão final de investimento à confirmação dessas variáveis, aproveitando a continuidade operacional das biorrefinarias de milho para transformar o CO2 de fermentação em produto comercial.

Palavras-chave: Biorrefinaria; CO2 liquefeito; Etanol de milho; Viabilidade econômica.

October 27, 2026

Effectiveness of the Brazilian Central Bank’s monetary policy and its possible social costs (1999-2024)

The conduct of monetary policy in Brazil, particularly under the inflation targeting regime, has been widely debated due to its possible impacts on inflation and economic activity. The study aimed to evaluate the effectiveness of Brazilian monetary policy, guided by the Selic rate, in controlling inflation, and to investigate its possible social costs during the period from 1999 to 2024. For this purpose, quarterly data on Gross Domestic Product (GDP), Broad Consumer Price Index (IPCA), Selic rate, and exchange rate, extracted from the Central Bank of Brazil, were used. The methodology employed a Vector Error Correction Model (VECM), preceded by stationarity and cointegration tests, and complemented by Impulse Response Function and Variance Decomposition analyses. The results indicated that inflation showed a strong inertial component, being predominantly explained by its own dynamics, while shocks in interest rates and exchange rates demonstrated a statistically limited impact on the IPCA. Additionally, it was found that GDP did not respond significantly to variations in the Selic rate, suggesting low sensitivity of economic activity to monetary policy during the analyzed period. In summary, it was concluded that monetary policy demonstrated limited effectiveness in controlling inflation, without, however, generating direct and significant social costs on Gross Domestic Product, which acts as the main driver of job creation.

Keywords: Cointegration; Econometrics; Inflationary inertia; Inflation targets; Gross Domestic Product.

October 27, 2026

Financial efficiency and risk mitigation in legal departments

The research investigated how governance mechanisms and internal controls, applied to “Legal Operations” practices, can strengthen the financial management and budgetary predictability of a legal department in a multinational company. The study aimed to diagnose critical points of the legal budget cycle, from forecasting to payment, and identify process improvements, indicators, and responsibilities between the legal and financial departments. To this end, an applied qualitative research was conducted, configured as a case study. Data collection included interviews with professionals from the legal and financial areas, documentary analysis of cost spreadsheets (2022-2024) and compliance policies, as well as mapping of the legal expenses flow. The results revealed fragilities in interdepartmental coordination, notably in the definition of cost centers and the use of budgetary control instruments. Gaps were observed in process monitoring and in the integration of information from external firms, as well as opportunities for routine automation and improvement of management indicators. Budgetary predictability was found to be impacted by exogenous factors, such as the dynamics of the Judiciary, and endogenous factors, such as the quality of information and the governance of the budget cycle. It was concluded that budgetary predictability depends on the maturity of governance applied to processes, data, and operational routines. A governance and control model for the legal budget was proposed, focusing on process standardization, strengthening monitoring, and improving decision-making, including process mapping, risk and control matrix, and performance indicators.

Keywords: Automation; Internal controls; Corporate governance; Legal Operations; Budgetary predictability.

October 27, 2026

Comparison of prepayment risk models in fixed-rate credit portfolios

The risk of early settlement in pre-fixed credit portfolios constituted a relevant challenge for Asset and Liability Management (ALM) in financial institutions, as it generated cash flow asymmetries and inefficiencies in hedging strategies. The work aimed to comparatively evaluate the predictive performance of traditional econometric and statistical models versus machine learning algorithms in estimating the Monthly Mortality Rate (SMM). To this end, a real database of credit operations originated between 2016 and 2025 was used, totaling approximately 500 million observations. Models such as Historical CPR, Beta Regression, Quantile Regression, Logistic Regression, Cox Proportional Hazards, and LightGBM were evaluated, with performance measured by Mean Absolute Error (MAE) and validated through temporal cross-validation with an expanded window. The results demonstrated the superiority of non-linear approaches, with the LightGBM model showing the best performance in the test period (Jan/2024 to Jul/2025), reducing MAE by 34.21% compared to the historical benchmark. Additionally, interpretability techniques based on SHAP values and survival analysis were employed to identify the contract rate spread, market rate, and bond age as the main economic determinants of prepayment. The application of the proposed model improved the accuracy of cash flow estimates and provided favorable evidence for refining the calculation of effective duration and the sizing of the institutional liquidity buffer, suggesting that more flexible models can optimize ALM management.

Keywords: Machine learning; ALM Management; Hedge; Financial modeling; Interest rate risk.

October 27, 2026

Imperative vs. reactive architecture: impact on debugging and error correction in iOS mobile development

The development of iOS mobile applications can be conducted under imperative and reactive architectures, directly impacting debugging and maintenance practices. The objective was to establish the impact of architectural choice on debugging and error correction in iOS applications, evaluating the automatic detectability of failures, the traceability of reports, and the utility of logs. An experimental study was conducted, in which two functionally equivalent native applications were developed with UIKit (imperative) and SwiftUI/Combine (reactive). Four controlled error scenarios were inserted, classified as explicit crashes and silent errors. Data were collected with Firebase Crashlytics and Xcode Debugger in forty sessions, and these were analyzed by descriptive statistics and content analysis. The results revealed that, for state inconsistencies, the UIKit architecture generated immediate crashes and automatic reports, while SwiftUI suppressed the crash and produced a silent warning invisible to automatic tools. For forced unwrapping, the architecture proved irrelevant. In silent scenarios, neither architecture offered automatic observability, which highlighted the limitations of the tools. It was concluded that the reactive architecture, by abstracting state control mechanisms, reduced explicit errors but introduced silent failures with lower traceability. The architectural decision must consider the implications for production monitoring, requiring manual log instrumentation in SwiftUI/Combine projects for errors that would be automatically captured in UIKit.

Keywords: Combine; Maintainability; Observability; SwiftUI; UIKit.

October 27, 2026

CRM IN DATA RETENTION FOR CUSTOMER POTENTIAL ANALYSIS IN THE B2B HEALTH SECTOR

Commercial management in the B2B healthcare sector faced constant challenges, requiring strategic vision and sharp attention to delivering results. The study investigated how the implementation of a CRM (Customer Relationship Management) system contributed to mitigating the loss of historical information and enhancing customer retention in the face of selling costs. A qualitative-quantitative approach of an exploratory-descriptive nature was adopted, and data were collected through a questionnaire answered by 42 professionals in the commercial area, working in the industry or in healthcare segment companies. The results revealed that, although 71.4% of respondents used computerized CRM, organizational culture imposed strong resistance, confirmed by 57.1% of professionals who relied on manual methods, such as diaries and isolated spreadsheets, for data recording and retention. A gap in training was also evident, as 24.4% of respondents rarely or never received specific training. The research inferred that the underreporting of data was not solely due to a lack of technology or technological failure, but to a deficiency in the strategic management of people and processes. The vision of the need for integrated management to generate competitive intelligence and sales predictability was reinforced, and attention was drawn to the need for more frequent training and development. Mitigating the cost of selling and enhancing customer retention depend on consistent integration between human capital and technology, generating managerial assets to increase commercial production and strategic data retention.

Keywords: Training; Sales strategy; Customer management; Strategic management; Commercial intelligence.

October 27, 2026

Evaluation of the application of Scrum in improving efficiency and adaptability in technology projects

The growing complexity of technology projects demanded approaches capable of balancing control, efficiency, and adaptability to constant changes, as traditional management models showed limitations in dynamic environments. Technology project management was evaluated before the implementation of an agile method, improvements based on iterative practices were proposed, and post-implementation performance was reassessed, seeking to identify gains in operational efficiency and adaptability throughout the project lifecycle. The research employed a descriptive case study, with a qualitative approach, in two technology sector companies. Data were collected through structured questionnaires applied before and after the intervention, complemented by documentary analysis and systematic observation over ninety days of solution application. The results showed consistent improvement in planning flexibility, greater alignment with client needs, increased delivery predictability, and enhanced team productivity. A productivity gain was the most expressive indicator, with 85.7% total agreement on the improvement of team performance after adopting the *framework*. It was concluded that the structured implementation of the method improved the management of the analyzed projects, reinforcing the capacity to respond to changes and promoting greater business value generation.

Keywords: Organizational adaptation; Incremental delivery; Agile management; Iterative planning; Team productivity.