Household finance & banking

Christian Engels

Lecturer (Assistant Professor) in Banking and Finance

My research is in household finance and banking, with a focus on consumer credit, mortgage markets and cross-border payments.

I use administrative, transaction and survey data, and my work has been published in the Journal of Banking and Finance and the European Journal of Finance.

I am based at the University of St Andrews. Before academia I was a statistician at the Scottish Government and a consultant at Aquila Insight.

Christian Engels
University of St AndrewsBusiness School

Research

Working papers

2026

When Prejudice Hits Home: Hate Crime and the Market for Mortgage Credit

PDF · SSRN

Best Paper Award in Memory of Phil Molyneux, FINEST Autumn Workshop, Milan, 2023

Abstract

Using data covering the near-universe of U.S. mortgage applications, this article documents that racial hate crimes are linked to significantly lower local mortgage demand. The decline is specific to racial hate crimes; no comparable effects arise for general crime and nonracial offenses. Application volumes fall for both minority and White applicants, with most minorities responding to incidents targeting their own group, indicating targeted threat, and White borrowers responding to incidents against other groups, consistent with generalized fear. Affected areas also exhibit higher psychological distress, lower conspicuous consumption, and lower home sales and house price growth, while rents show no comparable difference, consistent with the pattern being concentrated in owner-occupied housing.

BibTeX
@unpublished{EHHP2026,
  title  = {When Prejudice Hits Home: Hate Crime and the Market for Mortgage Credit},
  author = {Engels, Christian and Hasan, Iftekhar and Hong, Sizhe and Philip, Dennis},
  year   = {2026},
  note   = {Working paper},
  url    = {https://ssrn.com/abstract=4580504}
}
2026

A childhood gender gap in parent-to-child financial transfers

PDF · SSRN

Media: Zeit Online, “Es beginnt schon beim Taschengeld”

Abstract

Parent-to-child financial transfers—which we label children’s ‘income’—are important for socialization and development, providing opportunities to learn about money, negotiate with parents, and express preferences through consumption. However, the nature of children’s income has remained largely invisible because it typically consists of informal, unrecorded payments. Here, we use 126M transfers to 1.15M UK children aged 6–15, linked to 101M child purchases, to study how children’s income varies by gender and age and relates to consumption. We find a gender income gap in childhood: girls aged 6–10 receive 6–11% less money per month than boys. The gap then diminishes and reverses in adolescence, but model-based estimates imply girls do not reach cumulative income parity until age 15 and never achieve cumulative savings parity within the observed age range. The childhood gap primarily reflects girls receiving money less frequently than boys. In adolescence, this frequency difference narrows while transfer amounts increasingly favour girls. Much of children’s income is consumption-related, and income changes across age track spending patterns that are consistent with gendered consumption norms. These findings reveal how financial gender inequality can emerge, accumulate and change across childhood and adolescence, well before labour-market entry.

BibTeX
@unpublished{EHLP2026,
  title  = {A childhood gender gap in parent-to-child financial transfers},
  author = {Engels, Christian and Howard, Ray Charles and Lukas, Marcel and Philip, Dennis},
  year   = {2026},
  note   = {Working paper},
  url    = {https://ssrn.com/abstract=4879297}
}

Publications

2022

When It Rains It Drains: Psychological Distress and Household Net Worth

Journal of Banking and Finance 143, 106620 · DOI · SSRN

Abstract

This paper establishes a sizeable negative effect of poor mental health on individuals’ net worth. In a representative panel of U.S. households, we find that a one standard deviation (or four unit) increase in Kessler’s K6 psychological distress level decreases net worth by 13.2 percent and increases by 5 percent the baseline risk of being in deficit net worth, where levels of debt outstrip the value of assets. Survival analyses further show that psychological distress accelerates the entry into and prolongs the stay in deficit net worth states, as well as increasing the probability of re-entry into deficit. Using a Blinder-Oaxaca decomposition, we find that differences in level of savings, medical debt and labor income predominantly explain the lower net worth and higher likelihood of deficit net worth of individuals with high psychological distress. Our findings highlight the significant longer-term implications of mental health on the net worth of individuals.

BibTeX
@article{BEP2022,
  title   = {When it rains it drains: {P}sychological distress and household net worth},
  author  = {Balloch, Adnan and Engels, Christian and Philip, Dennis},
  journal = {Journal of Banking \& Finance},
  volume  = {143},
  pages   = {106620},
  year    = {2022},
  doi     = {10.1016/j.jbankfin.2022.106620}
}
2020

Financial Literacy and Fraud Detection

European Journal of Finance 26, 420–442 · DOI · SSRN

Abstract

Who is better at detecting fraud? This paper finds that more financially knowledgeable individuals have a higher propensity to detect fraud: a one standard deviation increase in financial knowledge increases fraud detection probabilities by 3 percentage points. The result is not driven by individuals’ higher financial product usage and is observed to be moderated by individuals’ low subjective well-being, effectively depleting skills to detect fraud. Interestingly, prudent financial behavior relating to basic money management is found to have negligible effects for detecting fraud. The findings attest to the fact that fraud tactics are increasingly complex and it is greater financial knowledge rather than basic money management skills that provides the degree of sophistication necessary to detect fraud. The paper draws policy implications for consumer education programs to go beyond cultivating money management skills, and provide advanced financial knowledge necessary for tackling fraud.

BibTeX
@article{EKP2020,
  title   = {Financial literacy and fraud detection},
  author  = {Engels, Christian and Kumar, Kamlesh and Philip, Dennis},
  journal = {The European Journal of Finance},
  volume  = {26},
  number  = {4-5},
  pages   = {420--442},
  year    = {2020},
  doi     = {10.1080/1351847X.2019.1646666}
}

Work in progress

2026

Payment Infrastructure and Pricing of Cross-Border Transfers: Evidence from Banks and Money Transfer Operators

Draft, March 2026

Conferences: LAPE–FINEST Spring Workshop, June 2026

Abstract

Cross-border payment links connect national payment systems across borders. We exploit their staggered global rollout to study how payment infrastructure affects the pricing of cross-border transfers, focusing on the remittance market. Using the imputation estimator of Borusyak, Jaravel and Spiess (2024), we find that a single infrastructure shock produces opposing pricing responses from banks and money transfer operators (MTOs). Banks reduce fees by approximately 14% at impact, driven by lower FX margins. MTOs raise transfer fees by approximately 10% at impact; an offsetting decline in FX margins leaves total fees initially unchanged, but as the FX effect fades, total MTO fees rise to approximately 10% by four quarters after activation. The MTO fee increase varies across corridors: where banks have a larger market presence, MTO fee increases are substantially muted. The results have direct implications for the G20 target of reducing remittance costs below 3%: while CB links lower bank fees, the unintended increase in MTO transfer fees may offset these gains for customers who depend on non-bank providers, particularly in corridors where bank competition is absent.

Drafts in preparation with:

Retired

2022

The Cost of Privacy Failures: Evidence from Bank Depositors’ Reactions to Breaches

PDF · SSRN

Abstract

We study consumers’ reactions in response to material privacy violations. Exploring privacy breach incidences of U.S. banks, where personally identifiable information (social security numbers, addresses, names) is exposed to unauthorized parties, we find that depositors reallocate significant wealth holdings away from breached banks – we note a 12% differential in total deposits growth between breached and control banks in the year following a breach of privacy. In response to the depletion in deposits, breached banks increase deposit rates just after breach incidences and draw on funding liquidity from the interbank market. The results highlight the importance of privacy for consumers.

BibTeX
@unpublished{EFP2022,
  title  = {The Cost of Privacy Failures: Evidence from Bank Depositors' Reactions to Breaches},
  author = {Engels, Christian and Francis, Bill and Philip, Dennis},
  year   = {2022},
  note   = {Working paper},
  url    = {https://ssrn.com/abstract=3625668}
}

Teaching

Awards

  • Department of Finance Teaching Award, 2025–26
  • CPD Teaching Award, 2025–26, runner-up
  • Herald Higher Education Awards 2026, finalist (Innovative Use of Technology)
  • University of St Andrews 1413 Teaching Excellence Award, shortlisted

Lecture slides

Workshops & consultancy

I give regular workshops on three topics:

  • Using agentic generative AI
  • Causal inference
  • Time-series econometrics

I also consult for international organisations and academic research projects.

To arrange a workshop or discuss a project, email .