Exploring Fear of Crime for Those Targeted by Romance Fraud
Open accessAbstract
This article assesses 3,259 romance fraud reports made by individuals to Scamwatch (Australian online reporting portal for fraud), between July 2018 – July 2019 (inclusive). It seeks to highlight experiences of fear of crime as articulated by the complainants. Drawing on frameworks used to analyze fear of crime (specifically the affective, behavioral and cognitive aspects of fear) the article is an exploratory assessment of how fear of crime is evident in those targeted by romance fraud. It builds a model for better understanding differing victim responses to romance fraud and the often-hidden harms involved around the anxieties of victims which importantly, can manifest in both online and offline environments.
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Delayed reporting, concealment, and social withdrawal were frequent, particularly among emotionally manipulative scam victims, such as those experiencing romance fraud.
“The qualitative studies summarized in Table 1 indicated that delayed reporting, concealment, and social withdrawal were frequent, particularly among emotionally manipulative scam victims, such as those experiencing romance fraud (Whitty and Buchanan, 2016; Cross and Lee, 2022; Gould et al., 2023; DeLiema and Witt, 2024).”
From Mental health and psychosocial sequelae of fraud victimization: a systematic review (2026) · cites this paper as Cross and Lee, 2022
The Conclusion (page unavailable) says fraud victims may not disclose their experiences because of shame and stigma and may be isolated in their suffering. That supports concealment and isolation in the context of romance fraud, but the paper does not establish that delayed reporting or social withdrawal were frequent. Its Behavioral responses section (page unavailable) says explicit actions were a less common theme in the reports analyzed. (LLM, conf=0.85)
Experimental — accuracy not yet measuredPayments may be made via money transfers through money transfer operators such as Western Union or MoneyGram.
“money transfers (7.1b) through money transfer operators (MTO) such as Western Union or MoneyGram (Abubakari, 2024; Cross & Lee, 2022; Smeitink, 2021; Whitty, 2023);”
From Love as Bait: A Scoping Review and Crime Script Analysis of Online Romance Scams (2026) · cites this paper as Cross & Lee, 2022
The Understanding romance fraud section says offenders persuade victims to send direct money transfers. A case quoted in the Conclusion says the complainant sent money through Western Union. Our copy does not mention MoneyGram, so it supports the payment method and one named example, but not the other. (LLM, conf=0.83)
Experimental — accuracy not yet measuredFeelings of fear have been found in romance scam reports, touching on physical and family safety.
“Feelings of fear have been found in romance scam reports (Cross and Lee, 2022), touching on physical and family safety”
From Tainted Love: a Systematic Literature Review of Online Romance Scam Research (2023) · cites this paper as Cross and Lee, 2022
Beyond the direct fraud, victims can experience ongoing fear for their online and offline personal safety and fear of further victimisation through identity theft.
“Beyond the direct fraud itself, victims can also experience ongoing fear for their online and offline personal safety and fear of further victimisation through identity theft (Cross and Lee 2022).”
From The Language of Romance Crimes (2024) · cites this paper as Cross and Lee 2022
Private channels used by scammers include instant messaging apps like WhatsApp or Google Chat or email.
“This includes instant messaging apps (4a) like Whatsapp or Google Chat (e.g., Cross & Lee, 2022; Niman et al., 2023; Smeitink, 2021; Whitty, 2023) or email (4b) (e.g., Dickinson & Wang, 2024; Gillespie, 2017).”
From Love as Bait: A Scoping Review and Crime Script Analysis of Online Romance Scams (2026) · cites this paper as Cross & Lee, 2022
Third parties in the exploitation scene may pose as authority figures-such as doctors, lawyers, or customs officials-or as fictional family members of the scammer.
“These figures may pose as authority figures—such as doctors (after a supposed accident), lawyers, or customs officials. Sometimes, fictional “family members” of the scammer are also introduced to further persuade the victim (Archer, 2017; Cross & Holt, 2021; Cross & Lee, 2022; Wang & Zhou, 2023).”
From Love as Bait: A Scoping Review and Crime Script Analysis of Online Romance Scams (2026) · cites this paper as Cross & Lee, 2022
The 'Understanding romance fraud' section describes deceptive plotlines generally, and 'The affective aspect of fear of crime' includes a report of an email from a supposed bank. Neither passage says that third parties pose as doctors, lawyers, customs officials, or the scammer’s family members. Searches for those roles and for impersonation of relatives found no passage addressing the claim; page numbers were not available in our copy. (LLM, conf=0.74)
Experimental — accuracy not yet measuredPayments may be made via gift cards for platforms such as Amazon or iTunes.
“gift cards (7.1c) for platforms such as Amazon or iTunes (Cross & Lee, 2022; Dickinson et al, 2023; Huhn, 2023);”
From Love as Bait: A Scoping Review and Crime Script Analysis of Online Romance Scams (2026) · cites this paper as Cross & Lee, 2022
The “Understanding romance fraud” section describes requests for money and direct money transfers, but does not mention gift cards or Amazon or iTunes. Searches for “gift cards Amazon iTunes” and “gift card payment vouchers” found no passage addressing that payment method in our copy. (LLM, conf=0.72)
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Cites
The online dating romance scam: causes and consequences of victimhood
Buchanan, T., & Whitty, M. T. (2014) · Psychology, Crime & Law · doi:10.1080/1068316x.2013.772180 · Cited by 229 · cited 1× · see citing works
“This is a particularly insidious type of fraud, as it not only causes financial harm but can also instill devastating nonfinancial impacts on victims (Buchanan & Whitty, 2014; Cross et al., 2016).”
BackgroundWhitty, M. T. (2013) · British Journal of Criminology · doi:10.1093/bjc/azt009 · Cited by 209 · cited 2× · see citing works
“effectively perpetrate these offenses, including established grooming methods, social engineering techniques and psychological abuse (Cross et al., 2018; Whitty, 2013).”
MethodNo laughing matter: Blaming the victim of online fraud
Cross, C. (2015) · International Review of Victimology · doi:10.1177/0269758015571471 · Cited by 197 · cited 1× · see citing works
“Further, it is well established that fraud victims experience large degrees of shame and stigma and are subjects of negative victims blaming attitudes of family, friends and third parties (Cross, 2015; 2018a).”
BackgroundSelf-citationOnline frauds: Learning from victims why they fall for these scams
Button, M., Nicholls, C. M., Kerr, J., & Owen, R. (2014) · Australian & New Zealand Journal of Criminology · doi:10.1177/0004865814521224 · Cited by 193 · cited 1× · see citing works
“There is existing research which documents the negative impacts of having one’s identity compromised and misused in various ways, which includes effects on their physical wellbeing (Button et al., 2014; Cross et al., 2016; Lacey & Cuganesan, 2004; Wyre et al., 2020).”
BackgroundImproving the Police Response to Online Fraud
Cross, C., & Blackshaw, D. (2015) · Policing · doi:10.1093/police/pau044 · Cited by 82 · see citing works
Self-citationThe use of military profiles in romance fraud schemes
Cross, C., & Holt, T. J. (2021) · Victims & Offenders · doi:10.1080/15564886.2020.1850582 · Cited by 54 · cited 1× · see citing works
“An ethics exemption was granted by the Queensland University of Technology Human Research Ethics Committee (#1,900,000,738) for this data request (see Cross & Holt, 2021 and Cross & Layt, 2021 for other articles that draw from this same dataset).”
MethodSelf-citationVictims’ motivations for reporting to the ‘fraud justice network’
Cross, C. (2018) · Police Practice and Research · doi:10.1080/15614263.2018.1507891 · Cited by 35 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 36
- Aransiola, J., & Asindemade, S. (2011). Understanding cybercrime perpetrators and the strategies they employ in Nigeria. Cyberpsychology, Behavior and Social Networking, 14(12), 759-763. https:// doi.org/10.1089/cyber.2010.0307 Australian Competition and Consumer Commission (2020). Targeting scams 2019: A review of scam activity since 2009. https://www.accc.gov.au/publications/targeting-scams-report-on-scam-activ ity/targeting-scams-2019-a-review-of-scam-activity-since-2009 Australian Competition and Consumer Commission (2021). Targeting scams: Report of the ACCC on scam activity 2020. https://www.accc.gov.au/publications/targeting-scams-report-on-scam-activ ity/targeting-scams-report-of-the-accc-on-scam-activity-2020 · DOI
- Brands, J., & van Wilsem, J. (2021). Connected and fearful? Exploring fear of online financial crime, Internet behaviour and their relationship. European Journal of Criminology, 18(2), 213-234. https://doi.org/10.1177/1477370819839619 · DOI
- In M. Lee, and G. Mythen (Eds.), The routledge international handbook on fear of crime. pp. 93-105. Routledge.
- Button, M., Blackbourn, D., Sugiura, L., Shepherd, D., Kapend, R., & Wang, V. (2021). 'From feeling like rape to a minor inconvenience: Victims' accounts of the impact of computer misuse crime in the United Kingdom. Telematics and Informatics, 64, 101675. https://doi.org/10.1016/j.tele.2021.101675 · DOI
- Button, M., & Cross, C. (2017). Cyberfraud, scams and their Victims. Routledge.
- Cross, C. (2018a). Denying victim status to online fraud victims: The challenges of being a "non-ideal victim". In M. Duggan, (Ed), Revisiting the Ideal Victim Concept (pp. 243-262). London: Policy Press.
- Cross, C. (2020). Romance fraud. In Holt, T. and Bossler, A. (eds.) Palgrave Handbook of International Cybercrime and Cyberdeviance. London, UK: Palgrave.
- Cross, C. & Layt, R. (2021). "I suspect that the pictures are stolen": Romance fraud, identity crime and responding to suspicions of inauthentic identities. Social Science Computer Review. Online first: https://doi.org/10.1177/0894439321999311. · DOI · Paper page
- Cross, C., Dragiewicz, M., & Richards, K. (2018). Understanding romance fraud: Insights from domestic violence research. British Journal of Criminology, 58(6), 1303-1322. https://doi.org/10. 1093/bjc/azy005 · DOI · Paper page
- Farrall, S., Jackson, J., & Gray, E. (2009). Social order and the fear of crime in contemporary times. In Clarendon Studies in Criminology. Oxford University Press.
- Ferraro, K. F. (1995). Fear of crime. Interpreting victimization risk. State University of New York Press.
- Ferraro, K., & LaGrange, R. (1987). The measurement of fear of crime. Sociological Inquiry, 57(1), 31. https://doi.org/10.1111/j.1475-682X.1987.tb01181.x · DOI · Paper page
- Fletcher, N. (2007). Challenges for regulating financial fraud in cyberspace. Journal of Financial Crime, 14(2), 190-207. https://doi.org/10.1108/13590790710742672 · DOI
- Gabriel, U., & Greve, W. (2003). The psychology of fear of crime: Conceptual and methodological perspectives. British Journal of Criminology, 43(3), 600-614. https://doi.org/10.1093/bjc/43.3.600 · DOI
- Gerber, M., Hirtenlehner, H., & Jackson, J. (2010). Insecurities about crime in Germany, Austria and Switzerland: A review of research findings. European Journal of Criminology, 7(2), 141-157. https://doi.org/10.1177/1477370809356871 · DOI
- Gray, E., Jackson, J., & Farrall, S. (2011). Feelings and functions in the fear of crime: Applying a new approach to victimisation insecurity. British Journal of Criminology, 51(1), 75-94. https://doi.org/ 10.1093/bjc/azq066 · DOI · Paper page
- Hale, C. (1996). Fear of crime: A review of the literature. International Review of Victimology, 4(2), 79-150. https://doi.org/10.1177/026975809600400201 · DOI · Paper page
- Henson, B., Reyns, B. W., & Fisher, B. S. (2013). Fear of crime online? Examining the effect of risk, previous victimization, and exposure on fear of online interpersonal victimization. Journal of Contemporary Criminal Justice, 29(4), 475-497. https://doi.org/10.1177/1043986213507403 · DOI
- Ibrahim, S. (2016). 'Social and contextual taxonomy of cybercrime: Socioeconomic theory of Nigerian cybercriminals. International Journal of Law, Crime and Justice, 47, 44-57. https://doi.org/10.1016/ j.ijlcj.2016.07.002 · DOI
- Jackson, J., & Stafford, M. (2009). Public health and fear of crime: A prospective cohort study. British Journal of Criminology, 49(6), 832-847. https://doi.org/10.1093/bjc/azp033 · DOI
- Jackson, J. (2006). Introducing fear of crime to risk research. Risk Analysis, 26(1), 253-264. https:// doi.org/10.1111/j.1539-6924.2006.00715.x · DOI
- Killias, M. (1990). Vulnerability: Towards a better understanding of a key variable in the genesis of fear of crime. Violence and Victims, 5(2), 97-108. https://doi.org/10.1891/0886-6708.5.2.97 · DOI
- Lacey, D., & Cuganesan, S. (2004). The role of organizations in identity theft response: The organization-individual victim dynamic. Journal of Consumer Affairs, 38(2), 244-261. https:// doi.org/10.1111/j.1745-6606.2004.tb00867.x · DOI
- Lee, M., Jackson, J., & Ellis, J. R. (2021). Everyday aesthetics, space, and the sensory: Fear of crime and affect in inner Sydney. Journal of Qualitative Criminal Justice & Criminology, 10(4), 1-25. https:// doi.org/10.21428/88de04a1. · DOI
- 642fcdd9 · DOI
- McClanahan, B. South, and N. (2020). All Knowledge Begins with the Senses: Towards a Sensory Criminology. The British Journal of Criminology, 60(1), 3-23. https://doi.org/10.2142/88de04a1. · DOI
- 642fcdd9 O'Malley, R. L., & Holt, K. (2020). Cyber sextortion: An exploratory analysis of different perpetrators engaging in a similar crime. Journal of Interpersonal Violence, 37(1-2), 258-283. https://doi.org/10. 1177/0886260520909186 · DOI
- Powell, A., Stratton, G., & Cameron, R. (2018). Digital criminology: Crime and justice in digital society. Routledge.
- Stafford, M., Chandola, T., & Marmot, M. (2007). Association between fear of crime and mental health and physical functioning. American Journal of Public Health, 97(11), 2076-2081. https://doi. org/10.2105/AJPH.2006.097154 · DOI
- Virtanen, S. (2017). Fear of cybercrime in Europe: Examining the effects of victimisation and vulnerabilities. Psychiatry, Psychology and Law, 24(3), 323-338. https://doi.org/10.1080/ 13218719.2017.1315785 · DOI
- Wall, D. (2008). Cybercrime and the culture of fear. Information, Communication and Society, 11(6), 861-884. https://doi.org/10.1080/13691180802007788 · DOI
- Warr, M., & Ellison, C. G. (2000). Rethinking social reactions to crime: Personal and altruistic fear in family households. American Journal of Sociology, 106(3), 551-578. https://doi.org/10.1086/318964 · DOI
- Warr, M. (1992). Altruistic Fear of Victimization in Households. Social Science Quarterly, 73 (December), 723-736. https://www.jstor.org/stable/42863116.
- Wyre, M., Lacey, D., & Allan, K. (2020). The identity theft response system. Trends and Issues in Crime and Criminal Justice, 592, 1-18. https://doi.org/10.52922/ti04299. · DOI
- Yar, M., & Steinmetz, K. (2019). Cybercrime and society (3rd ed.). Sage.
- Yu, S. (2014). Fear of cyber crime among college students in the United States: An exploratory study. International Journal of Cyber Criminology, 8(1), 36-46. https://www.cybercrimejournal.com/ yuijcc2014vol8issue1.pdf
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Tainted Love: a Systematic Literature Review of Online Romance Scam Research
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Schokkenbroek, J. M., & Snaphaan, T. (2026) · Trauma, Violence, & Abuse · doi:10.1177/15248380251361046 · Cited by 7 · see citing works
“…transfers ( 7.1a ; Huhn, 2023); money transfers ( 7.1b ) through money transfer operators (MTO) such as Western Union or MoneyGram (Abubakari, 2024; Cross & Lee, 2022; Smeitink, 2021; Whitty, 2023); gift cards ( 7.1c ) for platforms such as Amazon or iTunes (Cross & Lee, 2022; Dickinson et al,…”
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Mental health and psychosocial sequelae of fraud victimization: a systematic review
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- Authors
- Cross, C., & Lee, M.
- Affiliations
- Queensland University of Technology (AU)
- The University of Sydney (AU)
- Corresponding author
- Cross, Cassandra
- Venue
- Victims & Offenders
- Publisher
- Informa UK Limited
- Published
- 2022-06-16
- Volume
- 17
- Issue
- 5
- Pages
- 735-755
- ISSN
- 1556-4886 (ISSN-L)
- 1556-4991
- OpenAlex
- W4283034223
- Cited by
- 47
- References
- 7
- Citations by year
- 2026: 8 · 2025: 14 · 2024: 15 · 2023: 9 · 2022: 1
- FWCI
- 9.66
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Victims & Offenders (publishedVersion, cc-by-nc-nd)
- QUT ePrints (Queensland University of Technology) (submittedVersion, cc-by-nc-nd)
- Topics
- Physical Sciences › Computer Science › Information Systems › Cybercrime and Law Enforcement Studies
- Social Sciences › Law › Criminal Justice and Penology
- Social Sciences › Sociology and Political Science › Crime Patterns and Interventions
- Keywords
- romance fraud, fear of crime, online fraud, victim experiences, victim reactions, hidden harm
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