Living Evidence Synthesis
Victim Vulnerabilities — Evidence Synthesis
Across the reviewed evidence, vulnerability to relationship-based online fraud clusters around psychosocial drivers (loneliness, life transitions, desire for partnership), interactional targeting and staged grooming tactics, and contextual moderators (digital literacy, social isolation, life circumstances) that shape exposure and persistence. Qualitative and mixed‑method studies converge on staged persuasion and testing tactics used by offenders; experimental and offender‑facing work supports strategic targeting of emotionally exposed individuals. Evidence quality varies: several high‑contribution qualitative and quantitative studies provide direct, replicable insights, but most designs remain cross‑sectional, retrospective, or purposive, limiting causal claims about who becomes a victim. Key gaps identified by authors include longitudinal tests of temporal ordering, validated, comparable measures of vulnerability across contexts, and more offender‑victim linked research to test causal mechanisms.
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Across the reviewed evidence, vulnerability to relationship-based online fraud clusters around psychosocial drivers (loneliness, life transitions, desire for partnership), interactional targeting and staged grooming tactics, and contextual moderators (digital literacy, social isolation, life circumstances) that shape exposure and persistence. Qualitative and mixed‑method studies converge on staged persuasion and testing tactics used by offenders; experimental and offender‑facing work supports strategic targeting of emotionally exposed individuals. Evidence quality varies: several high‑contribution qualitative and quantitative studies provide direct, replicable insights, but most designs remain cross‑sectional, retrospective, or purposive, limiting causal claims about who becomes a victim. Key gaps identified by authors include longitudinal tests of temporal ordering, validated, comparable measures of vulnerability across contexts, and more offender‑victim linked research to test causal mechanisms. [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11]
Psychosocial drivers associated with susceptibility
Multiple studies and syntheses identify loneliness, recent life transitions (bereavement, divorce), and an intense desire for partnership as recurring conditions associated with susceptibility to romance‑type frauds; offenders and complaint-data analyses report that scammers often prioritize targets showing these signs. This association appears across qualitative victim narratives, offender interviews, and complaint analyses rather than as a causal demonstration from longitudinal data. [1] [12] [6] [8] [13]
Measured romantic beliefs (for example, idealization of love) have been associated with victimhood in replicated studies but explain only a small portion of variance; reviews therefore characterize romantic‑belief effects as present but modest and context‑dependent. Authors explicitly caution that these associations do not establish causality and that additional risk factors or victim types likely exist. [3] [11]
Some quantitative work links higher social‑media engagement and low relationship satisfaction to greater measured gullibility or susceptibility, with moderated‑mediation analyses reporting that heavy social‑media use amplifies indirect pathways from loneliness to susceptibility. These findings rely on cross‑sectional self‑report measures and purposive sampling, which the authors note constrain causal interpretation. [14]
Grooming, staged persuasion, and targeted profiling
Multiple qualitative and offender‑facing studies describe grooming as a staged process: initial testing (small requests or probes), progressive bonding and tailored narratives using victims’ disclosed information, and escalation to financial requests or investment pitches. Offender interviews and linguistic analyses report that scammers deliberately collect and use occupational, relationship, and personal cues to tailor narratives and assess earning power or emotional vulnerability. [2] [15] [12] [16] [9]
Scammer profiles are linguistically constructed to present a target-seeking persona oriented toward romantic, serious, committed, and exclusive relationships; corpus and profile analyses indicate these framings target people focused on exclusivity who may move quickly into early commitment and potentially enter commitment earlier than others. [17]
Offender-perspective research indicates that scammers assess targets’ emotional states, financial circumstances, and relationship histories before or during contact. They reportedly prioritize relationship status to gauge emotional vulnerability and describe older divorced or widowed people as common targets. Victims who appear open to persuasion and willing to give money are described as more likely to be manipulated through social-engineering techniques. [19] [18] [6]
Interactional mechanics and persuasive language
Corpus- and conversation-based analyses document persuasive language strategies that shift perceived agency to the target and reduce critical scrutiny (for example, wording that frames money-sending as the victim’s choice and induces suspended disbelief). Experimental offender-facing work further shows offenders attend to reward cues and target openness when adapting tactics, providing process-level evidence on strategic targeting of emotionally or financially amenable individuals. [18] [20] [9]
Empirical analyses of chat corpora and victim narratives corroborate that early apparent investment profits (near‑win signals) contribute to victims continuing to invest or borrow money, an effect documented in multiple qualitative and corpus studies of investment‑linked romance frauds (pig‑butchering) and chat exchanges. [16]
Studies of scammer profiles and messages report that scammers linguistically construct profiles portraying a target seeking a romantic, serious, committed, and exclusive relationship. These profiles appear to target people focused on exclusivity who may be more likely to move quickly into early commitment. [17]
Persistence mechanisms, denial, and repeat victimization
Qualitative interviews and stage‑model analyses identify cognitive and behavioral mechanisms that sustain continued engagement and repeated losses: sunk‑cost reasoning (prior emotional/financial investment), near‑win effects, cognitive dissonance and rationalization, addiction‑like engagement (salience, tolerance, withdrawal), and difficulty separating the offender from the false identity. Victim narratives frequently report knowing or suspecting deception yet continuing contact because of emotional attachment or hopes of recovery. [4] [21] [22]
Empirical complaint datasets and surveys document high rates of repeat victimization in related catfishing and investment‑romance schemes, and some authors link prior victimization or sustained emotional attachment to elevated odds of subsequent exploitation. These analyses are cross‑sectional or retrospective and therefore cannot determine whether prior traits cause repeat victimization or follow from earlier victimization. [10] [23] [24] [25]
Several studies emphasise that advice alone (for example, simple warnings not to send money) may be insufficient because romantic attachment and denial often overpower pragmatic caution; authors call for interventions that address emotional and social dependencies as part of prevention and support. This recommendation is grounded in qualitative victim accounts and interpretive syntheses rather than tested randomized interventions. [26] [21] [4]
Demographic and contextual moderators
The evidence identifies both younger adults (especially during COVID‑19) and older adults as groups frequently present in complaint datasets and qualitative samples, but reviewers emphasise heterogeneity: age alone is not a uniform causal predictor of monetary loss. Time‑series and longitudinal surveillance show pandemic‑period rises in reported romance fraud, with loneliness increases concentrated among younger cohorts, yet authors explicitly caution that these ecological associations do not prove individual‑level causation. [13] [27]
Several studies highlight limited digital literacy, low cyber‑awareness, cognitive impairment (for example, acquired brain injury or dementia), and social isolation as contextual factors that reduce access to reality checks and elevate susceptibility. Clinician reports and qualitative studies of ABI survivors, plus thematic syntheses, recommend more targeted research on these high‑risk groups because existing evidence is small, descriptive, and not population‑representative. [28] [29] [30]
Minor‑focused qualitative work in a specific national context shows that cultural pressures (parental expectations, marriage norms) can make adolescents vulnerable to grooming; authors note the need for cross‑cultural replication before broader generalization. These findings come from small, purposive samples and are explicitly described as context‑specific by their authors. [31]
Methodological patterns, quality differences, and evidence limitations
The reviewed corpus includes qualitative interviews, chat and profile corpus analyses, offender interviews and experiments, cross‑sectional surveys, complaint‑dataset modeling, and several systematic or scoping reviews. Survey, corpus, and interview methods recur across the literature and are used to examine interactional mechanics, victim narratives, offender strategies, and complaint patterns. [7] [2] [8] [3] [32] [9]
Some studies explicitly note methodological limitations: one reported that the Love at First Sight subscale was unreliable (alpha = .555) and was excluded from analyses. Other work cautions that complaint datasets cannot analytically separate fraud exposure, confirmed victimization, and the propensity to report to a federal agency, limiting interpretation of which demographic groups are most susceptible. [3] [32]
Because study types, measures, and populations are heterogeneous, the literature does not yet support firm causal claims about who becomes vulnerable; instead, work accumulates consistent descriptive patterns and plausible mechanisms that require longitudinal and offender‑linked testing to establish temporal ordering and causal pathways. [3] [11] [5] [33]
Evidence gaps and future directions
Authors explicitly call for development of valid and reliable instruments to identify and measure victim vulnerabilities and offender strategies across scam types, and for larger, comparative, and longitudinal work to clarify temporal ordering among psychosocial states, routines, grooming processes, and victimization. The evidence also reports gaps in offender–victim linked research and in study coverage for trafficking-related forced‑labour contexts, minors, and clinically vulnerable populations; several papers recommend broader, mixed‑method designs and cross‑cultural replication to address these limits. [11] [33] [34] [31] [30]
Multiple reviewed studies recommend using semi-structured in-depth interviews with both victims and perpetrators to investigate internet-fraud susceptibility, and call for the development of valid, reliable instruments—including standardized measures of constructs such as romantic beliefs—to enable cross-study comparison; these are presented as proposals or identified gaps rather than as documented, evaluated methods in the current corpus. [7] [3] [11]
Authors identify practical research priorities tied to evolving modalities: rigorous study of pig‑butchering and investment‑linked romance fraud using methods such as semi‑structured in‑depth interviews with victims and perpetrators; and focused investigation of clinically vulnerable groups with self‑reported decision‑making, rigid‑thinking, and theory‑of‑mind difficulties (e.g., ABI) and of minors, including how promises of marriage and early‑marriage expectations are exploited, to inform targeted prevention and support measures. [7] [35] [31] [29]
References
- Kim, Hyo-shin; Seo, Jun-bae (2019). A Study on Romance Scam : The Current Situation and Effective Countermeasures DOI
- Whitty, MT. (2013). Anatomy of the online dating romance scam DOI
- Buchanan, T.; Whitty, MT. (2013). The online dating romance scam: causes and consequences of victimhood DOI
- Whitty, MT. (2013). The Scammers Persuasive Techniques Model: Development of a Stage Model to Explain the Online Dating Romance Scam DOI
- Saad, ME.; Norul, S.; Zamri, M. (2018). Cyber Romance Scam Victimization Analysis using Routine Activity Theory Versus Apriori Algorithm DOI
- Abubakari, Yushawu (2024). Modelling the modus operandi of online romance fraud: Perspectives of online romance fraudsters DOI
- Xie, Ziyi; Duan, Zhizhuang (2024). “Why did I fall for it?” Exploring internet fraud susceptibility in the pig butchering scam DOI
- Lazarus, S.; Whittaker, JM.; McGuire, MR.; Platt, L. (2023). What do we know about online romance fraud studies? A systematic review of the empirical literature (2000 to 2021) DOI
- Faber, P. (2024). The Frames of Romance Scamming DOI
- Snyder, Jamie A.; Golladay, Katelyn (2024). More Than Just a “Bad” Online Experience: Risk Factors and Characteristics of Catfishing Fraud Victimization DOI
- Wang, Fangzhou (2026). A scoping review of online romance scams: Conceptual construction and comparative analysis DOI
- Annadorai, Kalaivani; Krish, Pramela; Shaari, Azianura Hani; Kamaluddin, Mohammad Rahim (2020). Mapping Computer Mediated Communication Theories and Persuasive Strategies in Analysing Online Dating Romance Scam DOI
- Buil-Gil, D.; Zeng, Y. (2021). Meeting you was a fake: investigating the increase in romance fraud during COVID-19 DOI
- Purwaningrum, Evi Kurniasari; Ho, Yi Ming; Imawati, Diana; Prihadi, Kususanto Ditto; Talib, Mansor Abu (2024). Factors of susceptibility to online romance scam in Malaysia: unraveling the complex pathways DOI
- Dreijers, G.; Rudziša, V. (2020). Devices of Textual Illusion: Victimization in Romance Scam E-Letters DOI
- Wang, F.; Zhou, X. (2022). Persuasive Schemes for Financial Exploitation in Online Romance Scam: An Anatomy on Sha Zhu Pan (杀猪盘) in China DOI
- Lee, KF.; Chan, MY.; Mohamad Ali, A. (2022). Self and desired partner descriptions in the online romance scam: a linguistic analysis of scammer and general user profiles on online dating portals DOI
- Dickinson, T.; Wang, F.; Maimon, D. (2023). What Money Can Do: Examining the Effects of Rewards on Online Romance Fraudsters’ Deceptive Strategies DOI
- Abubakari, Yushawu; Lazarus, Suleman; Oseh-Ovarah, Valeen (2026). A crime script perspective on mapping the entry, continuation, and exit pathways of online romance fraud DOI
- Dickinson, T.; Wang, F. (2023). Neutralizations, Altercasting, and Online Romance Fraud Victimizations DOI
- Whitty, MT.; Buchanan, T. (2015). The online dating romance scam: The psychological impact on victims – both financial and non-financial DOI
- Drew, Jacqueline M.; Webster, Julianne (2024). The victimology of online fraud: A focus on romance fraud victimisation DOI
- Golladay, Katelyn A; Snyder, Jamie A (2025). ‘Love is a powerful force and in our pursuit of it we are easily blinded’: Examining negative consequences experienced by catfishing fraud victims DOI
- Cross, C. (2019). “You’re not alone”: the use of peer support groups for fraud victims DOI
- Cross, C.; Holt, TJ. (2023). More than Money: Examining the Potential Exposure of Romance Fraud Victims to Identity Crime DOI
- Sorell, T.; Whitty, M. (2019). Online romance scams and victimhood DOI
- Akartuna, Eray Arda; Yeung, Felix Sin Wai; Manning, Matthew; Bish, Alexandre (2025). Shifting routines and the industrialisation of scams: the impact of Covid-19 on deception crimes in Hong Kong DOI
- Saad, ME.; Norul Huda Sheikh Abdullah, S. (2018). Victimization Analysis Based On Routine Activitiy Theory for Cyber-Love Scam in Malaysia 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
- Gould, Kate Rachel; Carolan, Matthew; Ponsford, Jennie Louise (2022). Do we need to know about cyberscams in neurorehabilitation? A cross-sectional scoping survey of Australasian clinicians and service providers DOI
- Sima Amirkhani; Mahla Fatemeh Alizadeh; Dave Randall; Gunnar Stevens; Douglas Zytko (2026). My Parents Expectations Were Overwhelming: Online Dating Romance Scams Targeting Minors in Iran Through Exploitation of Parental Pressure DOI
- DeLiema, Marguerite; Witt, Paul (2023). Profiling consumers who reported mass marketing scams: demographic characteristics and emotional sentiments associated with victimization DOI
- Cross, C.; Holt, K.; Holt, TJ. (2023). To pay or not to pay: An exploratory analysis of sextortion in the context of romance fraud DOI
- Wang, Fangzhou (2024). Victim-offender overlap: the identity transformations experienced by trafficked Chinese workers escaping from pig-butchering scam syndicate DOI
- Gujarathi, Palak; Verma, Shankey; Nair, Vipin Vijay (2026). Pig Butchering Scams as Cyber-Enabled Financial Crime: A Scoping Review of Dimensions, Modus Operandi, and Victim-Offender Dynamics 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.