Living Evidence Synthesis
Psychological and Financial Harms
Download PDFPsychological and Financial Harms of Relationship‑Based Online Fraud (Victim Impact, Financial Loss, Psychological Harm)
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Across the reviewed evidence, relationship‑based online frauds produce substantial and sometimes very large financial losses per victim and recurring extraction from the same targets; qualitative and administrative sources also document wide-ranging psychological harms, including prolonged distress, shame, loss of trust, and grief over a relationship believed to be genuine. The evidence base is rich in detailed victim narratives, complaint records, court‑document analyses, and targeted forensic tracing, which together document the co‑occurrence of monetary and emotional harms but rely largely on nonrepresentative samples and unverified self‑reports. For this reason, the reviewed corpus supports detailed descriptions of harms and mechanisms but does not permit representative population estimates of typical loss magnitudes, prevalence of specific psychiatric outcomes, or causal claims about susceptibility. [1] [2] [3] [4] [5] [6]
Patterns and magnitude of financial harms
Multiple empirical and case‑level sources document that individual victims can suffer very large monetary losses and that extraction often occurs through repeated, cumulative transfers. Court records, forensic wallet tracing, and complaint‑narrative analyses report single‑victim losses ranging from modest sums to amounts that exhaust savings, require borrowing, or reach six‑figure equivalents in local currencies; several studies and case series explicitly describe multi‑transfer escalation (three or more transfers) that together produce substantial total losses. [1] [2] [5] [7] [8]
Cryptocurrency‑enabled romance‑investment (pig‑butchering) scams and hybrid romance‑investment operations are repeatedly associated with especially large or traceable financial outflows in the reviewed corpus. Mixed‑method blockchain tracing, complaint‑narrative analyses, and judgment studies report concentrated on‑chain receipts, high mean or mean‑like reported losses for investment‑style scams, and documented cases where victims liquidated retirement savings or borrowed extensively to meet scam demands. [9] [10] [11] [8] [12]
Although many studies and practice reports quantify large aggregate losses and rising complaint volumes, the evidence cannot produce a representative typical loss for all targets because datasets are non‑representative, losses are self‑reported or estimated in complaint narratives, and classification practices vary (for example, some romance‑initiated investment losses are recorded as investment fraud). Authors therefore caution against extrapolating single‑dataset medians to broad populations. [13] [14] [6]
Psychological harms after discovery
A consistent qualitative finding is large‑magnitude emotional harm following discovery: victims report shock, shame, guilt, anger, loss of self‑esteem, distrust, social withdrawal, and impaired interpersonal functioning. Several interview‑based and narrative studies characterize these effects as comparable to bereavement or as long‑term trauma‑like symptoms in subsets of participants. [3] [15] [16] [17]
Quantitative and mixed‑methods records in the corpus show that financial victims often report greater and longer‑lasting emotional distress than non‑financial victims, although substantial distress is also reported by some people who did not lose money. Cross‑sectional associations link greater financial loss and certain personality or loneliness measures to higher reported emotional impact; these studies report associations rather than causal effects. [18]
Multiple reviewed sources report that romance fraud can produce a “double hit” for victims: monetary loss combined with grief over the loss of a relationship believed to be genuine. These accounts describe victims as devastated and note severe emotional and social consequences. [9] [20] [4] [19]
Social, functional, and material downstream consequences
Complaint narratives, case reports, and interview studies document downstream material consequences including asset liquidation, borrowing from friends or family, debt accumulation, and in some cases bankruptcy or loss of income or housing. Several case series provide concrete examples where victims sold possessions, borrowed to meet demands, or faced prolonged financial recovery. [5] [21] [22] [23]
Reviewed studies report severe financial harms experienced by targets of scams. Reported losses ranged from under $100 up to entire life savings, including amounts from US$45,000 to US$187,000 in one sample. Consequences documented in the evidence include becoming unable to support oneself, declaring bankruptcy, debt from credit-card identity theft, and having to bear financial costs of private recovery efforts. In the study reporting US$45,000–US$187,000 losses, some participants recovered part of the money through insurance, bank reversal, or other means, but none retrieved money directly from the scammer. [5] [22]
Administrative analyses and narrative syntheses note that some victims experience fear of subsequent victimization (including identity misuse or reputational harm) and that fear responses can cross online and offline domains, affecting perceived security, daily functioning, and freedom of movement for a subset of complainants. [24]
Severe, sexualized, and exploitation‑linked harms
A subset of documented cases involve sexualized coercion and image‑based blackmail (sextortion). Qualitative and administrative analyses report instances where victims were coerced to perform sexual acts on webcam and later extorted with recorded images or threats to publish intimate material; these experiences are explicitly described by some victims as sexual violation and are associated with intense shame, anger, and severe distress. [20] [25] [26]
Other case series and survivor‑report studies link romance‑initiated contact to escalation into in‑person exploitation, forced criminality, or trafficking in particular contexts (notably some pig‑butchering compound reports). These accounts document passport confiscation, confinement, forced labour to run scams, physical assault, and severe post‑escape psychological trauma among survivors; the reviewed studies emphasize these outcomes are present in a subset of operations rather than being typical of all romance‑initiated fraud. [27] [28] [29]
Studies of trafficking‑linked operations and pig‑butchering compounds report substantial profits extracted from victims and numerous coercive practices directed at trapped or coerced workers; survivor interviews and political‑economy work document ongoing psychological sequelae among escapees and indicate bidirectional harms affecting both coerced workers and financial targets in these contexts. [30] [11] [28] [31]
Heterogeneity of victim experience and identified correlates
Victim experiences are heterogeneous. Some evidence links greater financial loss to larger emotional impact, while other studies document substantial emotional distress among people who report no financial loss (for example, when the primary injury is relational betrayal or fear of image exposure). Quantitative studies report associations (cross‑sectional) between loneliness, certain personality traits, and higher emotional impact in some samples, but these designs do not establish causality. [18]
Age and demographic factors show mixed associations. Large complaint datasets indicate older adults can report higher median losses in some series, yet other analyses found seniors were not more likely than other complainants to report monetary loss in particular samples. Authors caution that complaint‑based and help‑seeking samples may not represent population prevalence or susceptibility. [32] [33]
Special‑population studies (for example, acquired brain injury, sexual‑minority app users, or trafficking survivors) document context‑specific vulnerabilities and clinically relevant downstream effects in their respective samples, but these findings derive from purposive, localized samples and are informative about mechanism and need rather than representing population prevalence. [34] [35] [31]
Methodological patterns, limitations, and implications for interpretation
The reviewed corpus is methodologically heterogeneous and dominated by qualitative interviews, complaint‑narrative analyses, court‑judgment coding, forensic single‑case traces, and narrative or scoping reviews. These approaches document detailed mechanisms, interactional tactics, and striking individual harms but limit the ability to produce representative prevalence estimates, precise typical loss magnitudes, or causal inferences about susceptibility. [4] [36] [8] [11]
Authors explicitly identify data-quality limitations in many administrative and complaint datasets: optional responses, limited definitions and guidance, varied interpretation of items, recall limitations, and unverified self-reports—constraints that reduce reliability for population inference and require caution when extrapolating single-dataset medians. [6]
Qualitative and case-series work can document victims’ experiences and specific outcomes— for example, one case-series reported financial losses ranging from US$45,000 to US$187,000 and that no participant retrieved money directly from scammers. Because qualitative, interpretive approaches may produce setting-dependent findings, those results may lack generalisability. Future research should use multidimensional affect scales or qualitative methods to examine specific victim reactions. [18] [5] [37]
Evidence gaps and supported future directions
Researchers repeatedly identify a need for longitudinal, multidimensional measurement of psychological outcomes after romance‑type scams, and for studies that include people targeted who did not sustain direct financial loss. Multiple qualitative and review records explicitly recommend validated affect measures, stage‑sensitive designs, and follow‑up to understand persistence, recovery trajectories, and the comparative weight of relational versus monetary harms. [2] [38] [18] [3]
One study analyzed both victim-reported individual losses and the combined totals received by cryptocurrency wallet-address clusters as separate monetary outcome measures. Within the corpus, pig-butchering scams are reported to have the highest average total reported loss (mean $336,719). The described pig-butchering process culminates when scammers transfer out the target's entire investment and vanish. [10] [11] [28]
Authors and reviewers documented non‑financial harms, describing fear responses organized around affect, cognition, and behavior. Affective fear was commonly reported, often following direct, explicit threats, while cognitive fear reflected perceived risk and vulnerability. Nearly all victims reported psychological or emotional consequences (18 of 19), with six describing those effects as devastating. [24] [39]
References
- Kim, Hyo-shin; Seo, Jun-bae (2019). A Study on Romance Scam : The Current Situation and Effective Countermeasures DOI
- Dreijers, G.; Rudziša, V. (2020). Devices of Textual Illusion: Victimization in Romance Scam E-Letters DOI
- Whitty, MT.; Buchanan, T. (2015). The online dating romance scam: The psychological impact on victims – both financial and non-financial DOI
- Kassem, R.; Carter, E. (2023). Mapping romance fraud research – a systematic review DOI
- Aborisade, Richard Abayomi; Ocheja, Akoji; Okuneye, Babatunde Adekunle (2023). Emotional and financial costs of online dating scam: A phenomenological narrative of the experiences of victims of Nigerian romance fraudsters DOI
- Cross, C.; Holt, TJ. (2023). More than Money: Examining the Potential Exposure of Romance Fraud Victims to Identity Crime DOI
- Lee, Hyejin; Boo, Minseo (2025). Analyzing the Evolving Modus Operandi of Romance Scams via Court Judgments: Crime Script and Policy Implications DOI
- Wang, Fangzhou (2023). Sentencing Disparity and Focal Concern: An Assessment of Judicial Decisions on Sha Zhu Pan Cases Collected From China Judgements Online DOI
- Cross, C. (2022). Using artificial intelligence (AI) and deepfakes to deceive victims: the need to rethink current romance fraud prevention messaging DOI
- Lim, A.; Choi, KS. (2025). Modus Operandi and Blockchain Analysis of Romance Scams: Cryptocurrency-Driven Victimization DOI
- Dulisse, Brandon; Fitch, Chivon; Denis, Jaden; Connealy, Nathan (2025). Old techniques, new technologies: Exploring patterns from scammers that commit financial fraud via cryptocurrency DOI
- Gauci, Christine; Vella, Mary Grace (2026). Love and Technology DOI
- Valentin Le Normand (2026). Romance Scam Statistics 2024-2026: verified, source-attributed figures from FBI IC3, FTC, City of London Police, Cybermalveillance.gouv.fr, GASA and Chainalysis (Baromètre 2026 des arnaques sentimentales) DOI
- Tao, Han (2022). Loving strangers, avoiding risks: Online dating practices and scams among Chinese lesbian ( lala ) women DOI
- Coluccia, A.; Pozza, A.; Ferretti, F.; Carabellese, F.; Masti, A.; Gualtieri, G. (2020). Online Romance Scams: Relational Dynamics and Psychological Characteristics of the Victims and Scammers. A Scoping Review DOI
- Thiel, C. (2020). Love scam in cyberspace DOI
- Cross, Cassandra (2022). Meeting the Challenges of Fraud in a Digital World DOI
- Buchanan, T.; Whitty, MT. (2013). The online dating romance scam: causes and consequences of victimhood DOI
- Cross, Cassandra (2019). ‘Oh we can’t actually do anything about that’: The problematic nature of jurisdiction for online fraud victims DOI
- Whitty, MT. (2013). Anatomy of the online dating romance scam DOI
- Mouri, Masako (2024). Romance Scam and Legal Interpreting/Translation DOI
- Shapiro, LR. (2022). Online Romance Scammers DOI
- Rabby, F.; Chowdory, MMU. (2024). Romance Scamming: Uncovering the Transnational Crime and Legal Challenges DOI
- Cross, C.; Lee, M. (2022). Exploring Fear of Crime for Those Targeted by Romance Fraud DOI
- Whitty, MT. (2013). The Scammers Persuasive Techniques Model: Development of a Stage Model to Explain the Online Dating Romance Scam DOI
- Cross, C. (2023). Romance baiting, cryptorom and ‘pig butchering’: an evolutionary step in romance fraud DOI
- Wang, Fangzhou (2024). Victim-offender overlap: the identity transformations experienced by trafficked Chinese workers escaping from pig-butchering scam syndicate DOI
- Franceschini, Ivan; Li, Ling; Bo, Mark (2023). Compound Capitalism: A Political Economy of Southeast Asia’s Online Scam Operations DOI
- Franceschini, Ivan; Li, Ling; Hu, Yige; Bo, Mark (2024). A new type of victim? Profiling survivors of modern slavery in the online scam industry in Southeast Asia DOI
- Sarkar, Gargi; Shukla, Sandeep K. (2024). Bi-Directional Exploitation of Human Trafficking Victims: Both Targets and Perpetrators in Cybercrime DOI
- Cross, Cassandra (2018). (Mis)Understanding the Impact of Online Fraud: Implications for Victim Assistance Schemes DOI
- DeLiema, Marguerite; Witt, Paul (2023). Profiling consumers who reported mass marketing scams: demographic characteristics and emotional sentiments associated with victimization DOI
- Cross, Cassandra; Holt, Thomas J. (2025). Does age matter? Examining seniors’ experiences of romance fraud DOI
- Gould, Kate R.; Carminati, Jao-Yue J.; Ponsford, Jennie L. (2021). “They just say how stupid I was for being conned”. Cyberscams and acquired brain injury: A qualitative exploration of the lived experience of survivors and close others DOI
- Chew, Kimberly Ann; Ponsford, Jennie; Gould, Kate Rachel (2024). Addressing Cyberscams and Acquired Brain Injury (“I Desperately Need to Know What to Do”): Qualitative Exploration of Clinicians’ and Service Providers’ Perspectives DOI
- Ordekian, Marilyne; Papasavva, Antonis; Mariconti, Enrico; Vasek, Marie (2024). A Sinister Fattening: Dissecting the Tales of Pig Butchering and Other Cryptocurrency Scams DOI
- Gauci, Christine; Vella, Mary Grace (2025). Romance Fraud: Its Repercussions on Victims’ Wellbeing DOI
- Yosiandra, Syakira Yuniar; Sakariah, Dewi Saraswati (2024). Unveiling the Romance Scam Scheme: Psychological Manipulation and Its Impact on Victims DOI
- Notté, Raoul; Leukfeldt, E.R.; Malsch, Marijke (2021). Double, triple or quadruple hits? Exploring the impact of cybercrime on victims in the Netherlands DOI
This AI-assisted synthesis is based on reviewed evidence records. It may contain errors or omissions. Follow the publication and DOI links, consult the original works, and make your own judgment about the evidence.
Topic evidence hub
Explore the Psychological and Financial Harms evidence base
This synthesis version cites 39 public RSRC records. The broader Library currently contains 225 approved publications mapped to this topic. Newly mapped publications can appear in the topic collection before they are incorporated into a later synthesis version.
View 39 cited publication records from synthesis version 87
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Citation 1
A Study on Romance Scam : The Current Situation and Effective Countermeasures
Kim, Hyo-shin; Seo, Jun-bae (2019) The Police Science Journal
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Citation 2
Devices of Textual Illusion: Victimization in Romance Scam E-Letters
Dreijers, G.; Rudziša, V. (2020) Research in Language
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Citation 3
The online dating romance scam: The psychological impact on victims – both financial and non-financial
Whitty, MT.; Buchanan, T. (2015) Criminology & Criminal Justice
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Citation 4
Mapping romance fraud research – a systematic review
Kassem, R.; Carter, E. (2023) Journal of Financial Crime
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Citation 5
Emotional and financial costs of online dating scam: A phenomenological narrative of the experiences of victims of Nigerian romance fraudsters
Aborisade, Richard Abayomi; Ocheja, Akoji; Okuneye, Babatunde Adekunle (2023) Journal of Economic Criminology
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Citation 6
More than Money: Examining the Potential Exposure of Romance Fraud Victims to Identity Crime
Cross, C.; Holt, TJ. (2023) Global Crime
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Citation 7
Analyzing the Evolving Modus Operandi of Romance Scams via Court Judgments: Crime Script and Policy Implications
Lee, Hyejin; Boo, Minseo (2025) KOREAN CRIMINOLOGICAL REVIEW
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Citation 8
Sentencing Disparity and Focal Concern: An Assessment of Judicial Decisions on Sha Zhu Pan Cases Collected From China Judgements Online
Wang, Fangzhou (2023) Crime & Delinquency
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Citation 9
Using artificial intelligence (AI) and deepfakes to deceive victims: the need to rethink current romance fraud prevention messaging
Cross, C. (2022) Crime Prevention and Community Safety
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Citation 10
Modus Operandi and Blockchain Analysis of Romance Scams: Cryptocurrency-Driven Victimization
Lim, A.; Choi, KS. (2025) International Journal of Cybersecurity Intelligence & Cybercrime
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Citation 11
Old techniques, new technologies: Exploring patterns from scammers that commit financial fraud via cryptocurrency
Dulisse, Brandon; Fitch, Chivon; Denis, Jaden; Connealy, Nathan (2025) Journal of Economic Criminology
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Citation 12
Love and Technology
Gauci, Christine; Vella, Mary Grace (2026) The Palgrave Handbook of Global Social Problems
- Citation 13
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Citation 14
Loving strangers, avoiding risks: Online dating practices and scams among Chinese lesbian ( lala ) women
Tao, Han (2022) Media, Culture & Society
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Citation 15
Online Romance Scams: Relational Dynamics and Psychological Characteristics of the Victims and Scammers. A Scoping Review
Coluccia, A.; Pozza, A.; Ferretti, F.; Carabellese, F.; Masti, A.; Gualtieri, G. (2020) Clinical Practice & Epidemiology in Mental Health
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Citation 16
Love scam in cyberspace
Thiel, C. (2020) Cyberkriminologie
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Citation 17
Meeting the Challenges of Fraud in a Digital World
Cross, Cassandra (2022) The Handbook of Security
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Citation 18
The online dating romance scam: causes and consequences of victimhood
Buchanan, T.; Whitty, MT. (2013) Psychology, Crime & Law
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Citation 19
‘Oh we can’t actually do anything about that’: The problematic nature of jurisdiction for online fraud victims
Cross, Cassandra (2019) Criminology & Criminal Justice
-
Citation 20
Anatomy of the online dating romance scam
Whitty, MT. (2013) Security Journal
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Citation 21
Romance Scam and Legal Interpreting/Translation
Mouri, Masako (2024) IICAH Official Conference Proceedings
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Citation 22
Online Romance Scammers
Shapiro, LR. (2022) Cyberpredators and Their Prey
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Citation 23
Romance Scamming: Uncovering the Transnational Crime and Legal Challenges
Rabby, F.; Chowdory, MMU. (2024) International Journal of Law and Societal Studies
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Citation 24
Exploring Fear of Crime for Those Targeted by Romance Fraud
Cross, C.; Lee, M. (2022) Victims & Offenders
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Citation 25
The Scammers Persuasive Techniques Model: Development of a Stage Model to Explain the Online Dating Romance Scam
Whitty, MT. (2013) British Journal of Criminology
-
Citation 26
Romance baiting, cryptorom and ‘pig butchering’: an evolutionary step in romance fraud
Cross, C. (2023) Current Issues in Criminal Justice
-
Citation 27
Victim-offender overlap: the identity transformations experienced by trafficked Chinese workers escaping from pig-butchering scam syndicate
Wang, Fangzhou (2024) Trends in Organized Crime
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Citation 28
Compound Capitalism: A Political Economy of Southeast Asia’s Online Scam Operations
Franceschini, Ivan; Li, Ling; Bo, Mark (2023) Critical Asian Studies
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Citation 29
A new type of victim? Profiling survivors of modern slavery in the online scam industry in Southeast Asia
Franceschini, Ivan; Li, Ling; Hu, Yige; Bo, Mark (2024) Trends in Organized Crime
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Citation 30
Bi-Directional Exploitation of Human Trafficking Victims: Both Targets and Perpetrators in Cybercrime
Sarkar, Gargi; Shukla, Sandeep K. (2024) Journal of Human Trafficking
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Citation 31
(Mis)Understanding the Impact of Online Fraud: Implications for Victim Assistance Schemes
Cross, Cassandra (2018) Victims & Offenders
-
Citation 32
Profiling consumers who reported mass marketing scams: demographic characteristics and emotional sentiments associated with victimization
DeLiema, Marguerite; Witt, Paul (2023) Security Journal
-
Citation 33
Does age matter? Examining seniors’ experiences of romance fraud
Cross, Cassandra; Holt, Thomas J. (2025) Security Journal
-
Citation 34
“They just say how stupid I was for being conned”. Cyberscams and acquired brain injury: A qualitative exploration of the lived experience of survivors and close others
Gould, Kate R.; Carminati, Jao-Yue J.; Ponsford, Jennie L. (2021) Neuropsychological Rehabilitation
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Citation 35
Addressing Cyberscams and Acquired Brain Injury (“I Desperately Need to Know What to Do”): Qualitative Exploration of Clinicians’ and Service Providers’ Perspectives
Chew, Kimberly Ann; Ponsford, Jennie; Gould, Kate Rachel (2024) Journal of Medical Internet Research
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Citation 36
A Sinister Fattening: Dissecting the Tales of Pig Butchering and Other Cryptocurrency Scams
Ordekian, Marilyne; Papasavva, Antonis; Mariconti, Enrico; Vasek, Marie (2024) 2024 APWG Symposium on Electronic Crime Research (eCrime)
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Citation 37
Romance Fraud: Its Repercussions on Victims’ Wellbeing
Gauci, Christine; Vella, Mary Grace (2025) Women & Criminal Justice
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Citation 38
Unveiling the Romance Scam Scheme: Psychological Manipulation and Its Impact on Victims
Yosiandra, Syakira Yuniar; Sakariah, Dewi Saraswati (2024) HUMANIKA
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Citation 39
Double, triple or quadruple hits? Exploring the impact of cybercrime on victims in the Netherlands
Notté, Raoul; Leukfeldt, E.R.; Malsch, Marijke (2021) International Review of Victimology
Revision history
This history includes approved public synthesis versions. Drafts and unsuccessful generation attempts are not shown.
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Version 87
Current public versionAutomated claim-level support repair round 1, correcting 6 passages from synthesis version 86.
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Version 86
Automated evidence-grounded revision attempt 1. This document replaces the prior draft and preserves the auditor‑protected passages verbatim where required. Compared with the previous version, I removed or narrowed assertions that the audit identified as unsupported (explicit claims about physical consequences as a general class and specified statements about automated‑detection prototypes lacking empirical validation). Preserved paragraphs were reproduced exactly with their required evidence ID...
- Evidence statements: 178 (+25)
Sources added: (Mis)Understanding the Impact of Online Fraud: Implications for Victim Assistance Schemes; Addressing Cyberscams and Acquired Brain Injury (“I Desperately Need to Know What to Do”): Qualitative Exploration of Clinicians’ and Service Providers’ Perspectives; Double, triple or quadruple hits? Exploring the impact of cybercrime on victims in the Netherlands; Exploring Fear of Crime for Those Targeted by Romance Fraud; and 2 more.
Sources removed: Digital Desire and the Cyber Imposter: A Psychoanalytic Reflection on Catfishing; Do we need to know about cyberscams in neurorehabilitation? A cross-sectional scoping survey of Australasian clinicians and service providers; Exploring the roles played by trust and technology in the online investment fraud victimisation process; Online-Dating Romance Scam in Malaysia: An Analysis of Online Conversations between Scammers and Victims; and 2 more.
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Version 85
Initial version: synthesizes the supplied reviewed evidence on psychological, social, physical, and financial harms from relationship‑based online fraud. No prior version changes to report.
- Publications: 39 (-8)
- Evidence statements: 153 (-33)
- Cited sources: 39 (-8)
Sources added: Analyzing the Evolving Modus Operandi of Romance Scams via Court Judgments: Crime Script and Policy Implications; A Study on Romance Scam : The Current Situation and Effective Countermeasures; Bi-Directional Exploitation of Human Trafficking Victims: Both Targets and Perpetrators in Cybercrime; Does age matter? Examining seniors’ experiences of romance fraud; and 11 more.
Sources removed: (Mis)Understanding the Impact of Online Fraud: Implications for Victim Assistance Schemes; Addressing Cyberscams and Acquired Brain Injury (“I Desperately Need to Know What to Do”): Qualitative Exploration of Clinicians’ and Service Providers’ Perspectives; A Guide to Understanding Romance Fraud; Analysis of the Romance Scam Phenomenon in Interpersonal Communication of Love Scammer & Victim; and 19 more.