Fundraising in Diverse Communities: Understanding the Generosity Gap

Extensive scholarship suggests that ethnically diverse communities have much lower funding for public goods and welfare programs (e.g., Hopkins Reference Hopkins2011; Stichnoth and van der Straeten Reference Stichnoth and van der Straeten2013). For example, greater ethnic diversity is associated with reduced support for welfare spending in the United States (Luttmer Reference Luttmer2001), with lower contributions to local organizations and public services in Indonesia (Okten and Osili Reference Okten and Osili2004), and with lower primary school funding in Kenya (Miguel and Gugerty Reference Miguel and Gugerty2005). Even in universalistic Nordic welfare states, exclusionary attitudes have increased with higher rates of immigration (Larsen and Dejgaard Reference Larsen and Dejgaard2013; van der Waal et al. Reference van der Waal, Achterberg, Houtman, De Koster and Manevska2010). Scholars have identified various mechanisms that drive these patterns, including a preference for the welfare of one’s in-group (Tajfel Reference Tajfel1974; Vigdor Reference Vigdor2004), greater trust and stronger reciprocity norms within ethnic groups (Alesina and La Ferrara Reference Alesina and La Ferrara2002; Habyarimana et al. Reference Habyarimana, Humphreys, Posner and Weinstein2007), and the impulse to impose invasive social controls on out-groups (Eitle and Turner Reference Eitle and Jay Turner2002).

As aid organizations’ role in public service provision expands, they must decide whether to include stigmatized groups in their programming, and if so, how to fundraise for them (Kogut and Ritov Reference Kogut, Ritov, Oppenheimer and Olivola2011). Some emphasize shared in-group characteristics in their appeals, such as religion, geography, or nationality. According to the charitable giving literature, referencing in-group membership strengthens perceived social ties and reinforces a sense of duty to contribute (Bohm, Rusch, and Gurek Reference Bohm, Rusch and Gurerk2016; Corr et al. Reference Corr, Hargreaves, Heap and Tsutsui2015; Halevy, Bornstein, and Sagiv Reference Halevy, Bornstein and Sagiv2008; Koch et al. Reference Koch, Dreher, Nunnenkamp and Thiele2009). An extreme application of this strategy can lead NGOs to explicitly exclude stigmatized out-groups. For example, certain NGOs that work to reduce interethnic tensions in Romania, Hungary, Slovakia, and Ukraine systematically exclude the Roma from their programming (Stroschein Reference Stroschein2002). Other NGOs use the language of fundamental rights to emphasize recipient need or to expand in-group membership to include minorities. Initially used to combat race and gender discrimination (Bob Reference Bob2007; Lerche Reference Lerche2008), human rights appeals are now widely used by advocates for the disabled, for migrants and refugees, and for the LGBTQ community, among others (Bloemraad, Silva, and Voss Reference Bloemraad, Silva and Voss2016).

However, theoretical ambiguities and methodological limitations leave us unclear on which strategies are more effective in different contexts. First, the literature is unclear on the magnitude of the intergroup generosity gap. Since heterogeneous communities often suffer from multiple disadvantages, observational studies may overstate the effects of in-group favoritism and out-group bias (Lee Reference Lee2018; Singh and vom Hau Reference Singh2016). Indeed, the most robust observational studies—natural experiments—do not find that an increase in out-group presence reduces support for social welfare (Gerdes Reference Gerdes2011). In contrast, lab and lab-in-the-field studies may overestimate generosity and underestimate bias because subjects behave in socially desirable ways when observed and when using researcher-provided funds (Harrison and List Reference Harrison and List2004). By designing an unobtrusive intervention through a popular fundraising technique, we minimize respondents’ desire to appear altruistic (Scacco and Warren Reference Scacco and Warren2018; Zizzo Reference Zizzo2010). Our study assesses how a broad range of ordinary individuals make snap judgments that might be driven by subconscious bias.

Second, although it is well established that giving is higher to in-groups than to out-groups, causal mechanisms remain unclear. For example, many studies report a single in-group/out-group donation differential, which makes it unclear whether in-group favoritism or out-group bias—or a combination of the two—drives the generosity gap. We solicit donations to an in-group, to an out-group, and to a control group, and allow for the possibility that donations to all groups could go up or down simultaneously. Additionally, we do not know whether commonly made appeals to fundamental rights increase donations to out-group members. Our experimental design allows us to more sharply assess these mechanisms.

Third, existing scholarship is unclear on which contexts reduce the generosity gap. Even state-of-the-art experiments typically capture other-regarding preferences in narrow geographic regions, leaving some uncertainty about how institutional and geographic context shape the experimental results (e.g., Alexander and Christia Reference Alexander and Christia2011; Condra and Linardi Reference Condra and Linardi2019). Two recent lab-in-the field experiments have moved the literature forward by employing multiple study sites to examine intra-Jewish cleavages and Jewish-Palestinian discrimination (Enos and Gidron Reference Enos and Gidron2016; Reference Enos and Gidron2018), but the geographic range of our experiment is unparalleled, as Figures 1 and 3 show.

Figure 1. Map of Donations and Income Distribution across Greece

Note: This figure employs median net individual income data at the zip code level from the Greek Economics Ministry (2013); donations are proportional to their amount.

Finally, the context of ethnic segregation is undertheorized, as studies predominantly focus on positive and negative intergroup contact, rather than on the absence of contact. Some studies focus on structured and extensive contact among groups of equal status in institutions that support integration, such as schools (Alexander and Christia Reference Alexander and Christia2011). In such contexts, contact theory suggests that increased intergroup interaction improves cooperation, promotes the formation of reciprocity norms, and increases public goods provision (e.g., Allport Reference Allport1954; Brown and Hewstone Reference Brown and Hewstone2005; McLaren Reference McLaren2003). Other work examines contexts in which contact is frequent but casual and involuntary, such as riding on commuter transit or waiting in line (Condra and Linardi Reference Condra and Linardi2019; Enos Reference Enos2014). Here, the racial threat hypothesis posits that dominant groups develop exaggerated fears of economic, political, and criminal threats posed by large minority populations and that unstructured contact highlights intergroup differences in physical and cultural attributes (e.g., Adida, Laitin, and Valfort Reference Adida, Laitin and Valfort2016; Brewer and Gaertner Reference Brewer, Gaertner, Brown and Gaertner2003; Condra and Linardi Reference Condra and Linardi2019; Eitle and Turner Reference Eitle and Jay Turner2002; Enos Reference Enos2014). However, some stigmatized communities have limited contact with others, including long-standing segregated ethnic and religious minorities like the Dalit in India (Bob Reference Bob2007), the Rohingya in Myanmar and Bangladesh (Kipgen Reference Kipgen2013), and Uyghur Muslims in China (Caprioni Reference Caprioni2011).

In the sections below, we develop and test theoretical claims to better assess the magnitude of the in-group and out-group generosity gap, explore the causal processes that drive this gap, and systematically explore variation in context.

Hypotheses on Interethnic Generosity, Rights Appeals, and Out-group Proximity

In this section, we develop hypotheses on three major debates: (a) the extent to which in-group preference or out-group bias drives the interethnic generosity gap, (b) whether universal rights appeals reduce this gap, and (c) how geographic proximity to a minority group influences this gap.

The charitable giving literature suggests that referencing shared group membership creates a sense of mutual obligation between donor and beneficiary (Bohm, Rusch, and Gurek Reference Bohm, Rusch and Gurerk2016; Corr et al. Reference Corr, Hargreaves, Heap and Tsutsui2015; Halevy, Bornstein, and Sagiv Reference Halevy, Bornstein and Sagiv2008; Koch et al. Reference Koch, Dreher, Nunnenkamp and Thiele2009). Many NGOs use in-group appeals to boost donations by emphasizing that beneficiaries belong in the donors’ geographic, ethnic, or religious community. They also curate their advertising to ensure that beneficiaries with names and physical attributes typical of the majority group are featured. Experiments support the intuition that in-group appeals are more effective than out-group ones. For example, in a series of donation experiments, wealthy and educated Indians were less likely to donate to individuals with names that signified they were Dalit or from a scheduled caste (Deshpande and Spears Reference Deshpande and Spears2016). Similarly, emphasizing a common Muslim identity reduced Turkish citizens’ prejudice against Syrian refugees on attitudinal survey measures (Lazarev and Sharma Reference Lazarev and Sharma2017) and appealing to a common German identity reduced intergroup conflict between East and West Germans in longitudinal surveys (Kessler and Mummendey Reference Kessler and Mummendey2001).

What is less clear from existing empirical work is whether in-group favoritism, out-group prejudice, or a combination, drive observed gaps in giving. We examine other-regarding behavior—that is, behavior that benefits others despite the lack of material incentives to do so (Persico and Silverman Reference Persico and Silverman2006). Other-regarding behavior, including making donations, is not zero-sum. Because it is possible to increase (or decrease) benefits to the in-group and out-group simultaneously, it is important for fundraisers to understand what drives the generosity gap.

Distinguishing between in-group favoritism and out-group bias is also important to a broader literature on interethnic relations, as different mechanisms can drive the two. Scholars argue that individuals may be more generous to other in-group members due to higher social trust in one’s own ethnic group (Alesina and La Ferrara Reference Alesina and La Ferrara2002), a shared cultural understanding that speeds up group communication (Hardin Reference Hardin1995), or greater similarity in public goods preferences among in-group members (Miguel Reference Miguel1999). A series of lab-in-the-field experiments find that in-group favoritism emerges in repeated games where players can establish in-group reciprocity norms and better sanction in-group violators (Habyarimana et al. Reference Habyarimana, Humphreys, Posner and Weinstein2007). Individuals may also derive greater utility from the welfare of in-group members because they link in-group welfare to their own (Tajfel Reference Tajfel1974; Vigdor Reference Vigdor2004).

In contrast, others argue that individuals may be less likely to give to out-group members due to perceived competition for resources and economic threat (Bobo Reference Bobo1983; Quillian Reference Quillian1995) and seek to impose social controls on out-groups so as to maintain the status quo (Eitle and Turner Reference Eitle and Jay Turner2002; King and Wheelock Reference King and Wheelock2007). Conversely, social identity theory suggests that in-groups may be biased against the out-group even in the absence of meaningful competition over resources, meaning that enmity is more a function of strong psychological predispositions than of rational utility (Kinder and Sears Reference Kinder and Sears1981). For example, the dominant group may feel distaste stemming from assumptions that out-groups violate rules of reciprocal exchange (Cottrell and Neuberg Reference Cottrell and Neuberg2005).

In the Greek context, we expect the ethnic majority to respond generously to in-group appeals but poorly to out-group appeals. This is because donations depend heavily on whether recipients are believed to be at fault for their poverty (Fong and Luttmer Reference Fong and Luttmer2011; Henry, Reyna, and Weiner Reference Henry, Reyna and Weiner2004). Greek media typically portray the Roma as persistently poor and undeserving. Moreover, prejudice toward the Roma has been stable in public opinion surveys for a decade (see Appendix I, Figure I.1). In turn, we expect the differential between donations in the Roma treatment and the control to be stable. Attitudes toward the in-group should also be relatively stable, although we expect the external events when we fielded our experiment—namely, EU austerity measures and the influx of asylum seekers—to increase the resonance of the in-group treatment (Linos Reference Linos and Keridis2003; Sambanis, Schultz, and Nikolova Reference Sambanis, Schultz and Nikolova2018).

Unlike prior studies, which compare donation differentials between in-group and out-group appeals, we disaggregate in-group preference from out-group bias by introducing a control condition. Our study design, which employs a neutral control condition (“child”) in addition to the in-group condition (“Greek child”) and out-group condition (“Roma child”), allows us to test three hypotheses about the differential impact of in-group and out-group appeals on donations:

When NGOs explicitly mention stigmatized out-groups in their donation appeals, they often use the language of fundamental rights to counter the effects of prejudice. For example, one Islamic charity group emphasizes that “everyone has the right to water” on their donation page (Muslim Aid Reference Aid2020). Humanitarian practitioners and rights advocates have long used universal human rights appeals to boost support for stigmatized groups, including women (Reilly Reference Reilly2007), ethnic minorities (Cortes Reference Cortes2015; Morrison, Plaut, and Ybarra Reference Morrison, Plaut and Ybarra2010), different castes (Bob Reference Bob2007; Lerche Reference Lerche2008), migrant workers (Basok and Carasco Reference Basok and Carasco2010; Sim Reference Sim2003), and refugees (Bloemraad, Silva, and Voss Reference Bloemraad, Silva and Voss2016).

Fundamental rights appeals can highlight recipient need by signaling that core rights to food, education, and housing are not being met. According to the literature, this approach is effective because people behave more altruistically when they are made aware of out-group needs (Batson, Lishner, and Stocks Reference Batson, Lishner, Stocks, Schroeder and Graziano2015). In addition, appeals that emphasize out-group deservingness of certain protections and resources have been shown to increase various forms of out-group support (Bekkers and Wiepking Reference Bekkers and Wiepking2011; Hafer Reference Hafer, Kals and Maes2011).

Appeals to universal human rights can also broaden in-group membership by making salient individuals’ shared human or global identity (Nickerson and Louis Reference Nickerson and Louis2008), leading them to evaluate out-group members more positively and with greater empathy (Buchan et al. Reference Buchan, Brewer, Grimalda, Wilson, Fatas and Foddy2011; Kessler and Mummendey Reference Kessler and Mummendey2001; Reysen and Katzarska-Miller Reference Reysen and Katzarska-Miller2013)—ultimately, increasing support for their rights (McEntire, Leiby, and Krain Reference McEntire, Leiby, Krain and Pruce2015; McFarland, Webb, and Brown Reference McFarland, Webb and Brown2012; Reese, Proch, and Finn Reference Reese, Proch and Finn2015).

Some survey and lab experiments on donations suggest that appeals to broader social values (e.g., human rights) can reduce ethnic discrepancies (Gaertner and Dovidio Reference Gaertner and Dovidio2014). Other studies report that support for torture declines (Chilton and Versteeg Reference Chilton and Versteeg2015; Wallace Reference Wallace2013), while support for health and labor rights (Linos Reference Linos2011; Reference Linos2013) increases when the language of fundamental rights is made salient to survey respondents. However, other survey experiments report null results (Bloemraad, Silva, and Voss Reference Bloemraad, Silva and Voss2016). It remains unclear whether human rights appeals can shift altruism toward out-groups in real-world contexts. Behavioral evidence is especially limited with regard to extremely stigmatized out-groups. Therefore, we use our field experiment to test the following hypothesis:

Finally, we examine how geographic proximity to a minority group affects giving. Contact theory suggests that increased intergroup interaction may improve cooperation, promote the formation of reciprocity norms, and increase public goods provision (e.g., Allport Reference Allport1954; Brown and Hewstone Reference Brown and Hewstone2005; McLaren Reference McLaren2003). However, since few institutions facilitate meaningful Roma integration, the Greek context fails to meet the scope conditions for contact to manifest in positive intergroup relations.

Alternatively, variants of the racial threat hypothesis suggest that dominant groups develop exaggerated fears of economic, political, and criminal threats posed by large minority populations and that ethnic distinctions increase in heterogeneous communities (e.g., Brewer and Gaertner Reference Brewer, Gaertner, Brown and Gaertner2003; Eitle and Turner Reference Eitle and Jay Turner2002). The strongest evidence of racial threat is found in communities characterized by casual, non-institutionalized, and involuntary interethnic contact. For example, Enos (Reference Enos2014) exposed whites to Spanish-speaking Latinos during their daily commutes and found an increase in whites’ support for exclusionary immigration policies toward Mexicans. Adida, Laitin, and Valfort (Reference Adida, Laitin and Valfort2016) found that increasing the presence of Senegalese Muslims in a dictator game decreased French interethnic donations. Condra and Linardi (Reference Condra and Linardi2019) found that day workers in Afghanistan donated more to in-group members when out-group members were physically present. According to the logic of racial threat, unstructured contact highlights intergroup differences in physical and cultural attributes—leading to conflict and a reduction in public goods.

Since the Roma in Greece are strongly disliked and highly isolated in densely populated communities, we initially expected that their presence would produce an extreme version of racial threat. However, certain features of ethnic Greek-Roma relations make the application of racial threat theory less straightforward. The theory of racial threat was developed by studying race relations in the United States (Wagner et al. Reference Wagner, Christ, Pettigrew, Stellmacher and Wolf2006). The racial threat literature highlights minority size and economic competition as necessary conditions for threat to manifest (Wetts and Willer Reference Wetts and Willer2018). However, it is unclear from this literature how threat manifests near isolated Roma communities, since they are not in meaningful competition with ethnic Greeks for economic or social status.

Because our study was large and fielded across a broad range of communities, we are able to replicate the methodology of prior observational studies that examine whether donation rates decline near minority communities. In addition, however, we can experimentally examine whether donations near minority communities decline disproportionately for the Roma out-group. Also, we can look for across-the-board declines in giving near minority communities, because ethnic heterogeneity may lower trust and cause donations to decline both to the in-group and the out-group (Putnam Reference Putnam2007) or because measures of poverty and other control variables imperfectly capture the many disadvantages from which minority communities suffer. Therefore, our third hypothesis has two variants:

It is possible that not all Roma communities prompt a racial threat response in neighboring ethnic Greeks. In particular, very small Roma communities may go unnoticed by the local population. This would be consistent with empirical work on racial threat theory in other contexts (Fossett and Kiecolt Reference Fossett and Jill Kiecolt1989; Jackson Reference Jackson1986; Wetts and Willer Reference Wetts and Willer2018).

In addition, levels of spatial Roma integration and group visibility vary. The poorest and most segregated Roma live in informal communities, in makeshift housing that include informal huts that lack running water and proper insulation. There are also large Roma populations that live in segregated neighborhoods, but in apartment buildings that are comparable to those of lower and even middle-class ethnic Greeks. Finally, some Roma families are fully integrated and live in predominantly Greek neighborhoods. We expect ethnic Greeks to express the strongest negative sentiments toward informal Roma settlements due to their visibly dilapidated housing and the signals this sends about social and cultural differences.

One other major factor may influence out-group generosity in highly segregated settings. Unlike in moderately segregated settings, there may be very limited meaningful social contact. It is possible that in-group members—both proximate and distant—rely on the same national cultural narratives to shape their thinking about out-group deservingness. The influence of a national narrative may bias our experiment against finding localized evidence of racial threat. We investigate these varied possibilities in the sections that follow.

A Nationwide Text Message Donation Experiment

This experiment was carried out in coordination with a Greek NGO and a text messaging company that operates with the three major mobile carriers in Greece. Text-to-give campaigns are common in Greece, in part because the major phone carriers provide registered NGOs with three opportunities a year to fundraise using text donation requests. This feature of Greek charitable giving allows us to study intergroup relations by unobtrusively observing the outcome of a seemingly ordinary request for donations.

The experimental design followed a three-by-two factorial, yielding six different texts requesting a small financial donation to the Diatrofi Program, which provides free lunch to Greece’s poorest public schools, and does not focus on any specific ethnic group in its programming. Text recipients assigned to the control group received a message stating, “Diatrofi feeds 16,412 students. Text DIATROFI to 54344 for one child in need. 1.48 Euro per SMS.” The first treatment dimension randomized between a Roma child (παιδί Ρομά), a Greek child (Ελληνόπουλο), or a child (παιδί) with no ethnic specification. The language we used for “Greek child” is commonplace and not anti-Roma; it has subtle nationalist and in-group connotations. The second treatment dimension varied whether the text included a rights appeal. Half of the messages added the statement: “Every child has a right to food.” In sum, the experiment has a 3 (child background: Roma child/Greek child/child) × 2 (human rights appeal: present/absent) factorial between-subjects design. For additional details on question wording, IRB approval, compliance with Greek legislation, and study preregistration, see Appendix IV.

Our nationwide SMS experiment was administered from March 24th to March 28th, 2016. The study subjects are adults living in Greece who are customers of one of three mobile carriers and consented to receiving texts requesting donations from licensed NGOs at the time of initializing service. They also agreed to have broad, unidentifiable aggregate data disclosed, including their age, gender, and zip code. Unfortunately, this provides our analysis with few covariates. However, because zip codes in Greece are small, with only 7,100 inhabitants on average, we can infer certain demographic characteristics from zip code level data with reasonable accuracy.

A total of 79,368 individuals spread across 1,051 Greek zip codes were sent one of these treatments. The average SMS recipient was 40 years old. The subject pool skewed male (65% men; 35% women). A total of 42% of the study subjects reside in Attica, which encompasses Athens and its vicinities, and in which almost half of the Greek population lives; another 19% reside in Central Macedonia, a region that contains Greece’s second largest city, Thessaloniki (Hellenic Statistical Authority 2014). The zip code level median individual income was 7,342 Euro, while the average child poverty rate was 29%. A total of 25% of persons sent messages live in a zip code with Roma communities totaling at least 100 residents, and 18.6% live in zip codes that include informal Roma communities in particular.Footnote ²

The SMS company implemented the randomization; Appendix II, Tables II.1–II.4 illustrate that the randomization was successful. Approximately 60% of messages—47,887—were reportedly received. The rest were sent to numbers that were no longer valid or were unable to receive messages at the time these were sent. Based on our consultations with the SMS company, messages were likely not delivered because many numbers were out of date. Residents of Greece change phone numbers frequently because new SIM cards often come with special offers; indicatively, Greece has 116 mobile phone subscriptions per 100 inhabitants (World Bank 2018). There is no reason to believe that “dead” phone numbers are related to treatment assignment, which would induce post-treatment bias (Coppock Reference Coppock2019). We therefore conduct an intent-to-treat analysis.

In total, Prolepsis received 510 Euros in donation via SMS from 291 respondents. Respondents could reply to the text message multiple times; each respondent donated between 1.5 and 15 Euros, averaging 1.75 Euros in donation per donor. Our 0.6% response rateFootnote ³ for a single received text message is in line with response rates reported by other researchers making a one-time unsolicited donation request (Damgaard and Gravert Reference Damgaard and Gravert2017). These response rates are generally low, ranging from face-to-face canvassing with an 8% average response rate, to volunteer phone calls with a 3% average, to commercial phone calls with a 0.6% average, to direct mail campaigns with a 0.6% average (Dale and Strauss Reference Dale and Strauss2009; Ha and Karlan Reference Ha and Karlan2009; Nickerson and List Reference Nickerson and List2007). The economic and migration crises in Greece may have contributed to donor fatigue, depressing donations (Eckel, Grossman, and Milano Reference Eckel, Grossman and Milano2007).

An important caveat of our research design is that we lack data on ethnicity. However, the Greek context allows us to maintain the assumption that respondents are ethnic Greeks, because Greece has a single pre-eminent ethnic majority, and the Roma constitutes a very small and impoverished minority. This makes it unlikely that the Roma would be overrepresented among persons receiving text messages or donating. Subsequent analyses show that donations are below average near Roma communities, which Appendix III, Table III.1 confirms. Additional analyses in Appendix III, Table III.1 demonstrate that donors are more likely to be women, and live in wealthier communities, consistent with the donation literature (Shier and Handy Reference Shier and Handy2012; Winterich, Mittal, and Ross Reference Winterich, Mittal and Ross2009).

As an additional check, Figure 1 maps where donations originated. We see that donations are geographically dispersed across regions with various economic levels. As expected, many donors reside in major metropolitan areas such as Athens and Thessaloniki, which are the most densely populated areas of Greece and have above-average income levels (Hellenic Statistical Authority 2014). The map also shows that Thrace—a poor region bordering Bulgaria and Turkey where a Muslim minority resides—is not heavily represented among donors.

Out-Group Bias and Proximity Depress Donations to the Roma

Our experimental analysis provides an internally and externally valid measure of the generosity gap between the ethnic majority and the stigmatized Roma population. We also assess the extent to which this donation gap is driven by in-group preference, out-group bias, or both; whether universal rights appeals narrow this gap; and how geographic proximity influences donation patterns.

We find that the in-group appeal was no more effective in generating donations than the control. When the appeal specified a Roma child as the aid recipient, donations were halved. A human rights appeal did not narrow this donation gap. Figure 2 presents these results through a logistic regression model that predicts the probability of donation as a function of treatment assignment. The results are presented as a simple intent-to-treat analysis. The full logit model can be found in Appendix II, Table II.5. Our findings do not depend on the inclusion or exclusion of controls or on the functional form of our regression, as the robustness checks in Appendix II, Figure II.1 and Table II.5 show.

Figure 2. Predicted Probability of Donation by Treatment Condition (with 95% CIs)

Note: Logistic regression predicting donation based on treatment condition, presented in a simple intent-to-treat format without covariate adjustment. To see that these findings are robust to the addition of standard controls and to other model specifications, see Appendix II, Figure II.1 and Table II.5.

Our data indicate that, relative to the out-group appeal, the in-group appeal and control more than doubled the probability of donation from a 0.22% to a 0.45% average donation rate. This finding is statistically significant and consistent with hypothesis 1A, which predicts that text recipients will respond more generously to an in-group appeal than to an out-group one.

Without a control group, evidence of hypothesis 1A could be interpreted as in-group preference for ethnic Greeks. However, we find no support for hypothesis 1B: no significant differences emerge when we reference the control group “child” as opposed to the in-group “Greek child” in the text message. Contrary to large literatures, our experimental results indicate that naming the in-group does not trigger a sense of shared purpose or invoke a duty to contribute among Greeks. One caveat in our research design is that some respondents may have assumed that the “child” invoked in the control condition was an ethnically “Greek child.” However, even if some respondents consider their in-group the baseline category, the literature’s emphasis on in-group ties leads us to expect that an explicit in-group reference would generate at least some additional giving. The context of our study supports the same expectation; we fielded the text experiment at the height of the refugee crisis in March 2016, when Greek ethnicity was particularly salient (Carlson, Jakli, and Linos Reference Carlson, Jakli and Linos2017; Reference Carlson, Jakli and Linos2018).

Consistent with hypothesis 1C, Greeks responded less generously to an out-group appeal than to an appeal that does not invoke ethnicity. Donations were more than halved in the out-group appeal relative to the control. This finding is statistically significant and consistent with our expectation that out-group bias and social stigma depress generosity toward the Roma in Greece. The magnitude of this drop is robust to different model specifications (see Appendix II, Table II.5).

Figure 2 also demonstrates that the rights appeal does not reduce the generosity gap, contrary to hypothesis 2. Additional checks (in Appendix II, Table II.5) demonstrate that the substantively small differences between the Greek child/Greek rights, child/child rights, and Roma child/Roma rights frames are never statistically significant. This result is inconsistent with numerous prior studies that advocate the use of human rights language to counter the effects of out-group stigma. However, our null result is consistent with two recent experimental studies on rights language fielded in California and Norway (Bloemraad, Silva, and Voss Reference Bloemraad, Silva and Voss2016; Ivarsflaten and Sniderman Reference Ivarsflaten and Sniderman2017). It is possible that the unobtrusive nature of the SMS experiment removed demand effects and other threats to validity that could inflate the efficacy of human rights appeals in prior work.

Our third hypothesis concerns the effect of geographic proximity to the Roma on donations. We worked with Roma associations to obtain, geocode, and validate a detailed dataset on the location of Roma communities in Greece. This data contains information on two typical Roma configurations, namely settlements and neighborhoods, population estimates for each, and important variables on the condition of the housing structures and their locations relative to city limits. Typically, Roma neighborhoods are comprised of formal housing structures (houses and apartments), while informal communities (typically settlements) are comprised of informal housing structures (huts or movable construction). As Figure 3 illustrates, we aggregated this information at the zip code level. Notably, some Roma families reside outside of these communities in neighborhoods that are not primarily Roma. We believe out-group biases and racial threat stem from exposure to more concentrated Roma communities, so our dataset offers an appropriate test of Roma proximity for hypothesis 3.

Figure 3. Map of Zip Code Level Roma Populations across Greece

Note: This figure depicts Roma community populations aggregated to the zip code level. We can see that large Roma communities are more heavily concentrated in major urban areas.

Figure 4 demonstrates that text message recipients were less likely to donate to all treatments when they lived in zip codes with informal Roma communities exceeding a total population of 100 residents.Footnote ⁴ However, the decline in donations to the Roma appeal is disproportionate. Far from Roma communities, donations to the Roma are 50% lower than to the other treatments. Meanwhile, this donation differential is 70% in zip codes with informal Roma communities of 100 or more people.

Figure 4. Predicted Probability of Donation to Greek Child, Child, and Roma Child Based on Proximity to Informal Roma Communities (with 95% CIs)

Note: Logistic regression predicting donation based on the three pooled treatments: In-Group (Greek Child), Control Group (Child), Out-Group (Roma Child), and proximity to the Roma (and their interaction term), with controls for age, gender, Attica, Central Macedonia, median income, percentage of children in poverty, and city size. Roma proximity is a function of zip code level Roma presence exceeding a population of 100 residents, with informal housing structures present. To see that these findings are robust without covariate adjustment and to other model specifications, see Appendix II, Figure II.2 and Table II.6. For additional specifications and robustness checks, please see Appendix II, Figures II.3 and II.4.

To probe the robustness of this pattern, in Appendix II, Figure II.4, we calculate the contrasts of the predictive margins at nine population thresholds (50–250 Roma population) and find that when 75 or more Roma reside in a zip code, there is a disproportionate drop in donations to the Roma treatment (relative to the in-group or the control). The presence of very small communities (below 75 Roma) does not trigger racial threat. This pattern is consistently significant at the 90% level or above for all Roma communities, and is consistently significant at the 95% level when we subset to zip codes that include informal Roma communities, which are the most visible and isolated (see Appendix II, Figure II.4).

Our experiment’s three-by-two factorial design allows us to contribute to a large observational literature that observes declines in generosity to out-groups, but it also distinguishes between a general decline in donations to all groups (which we also observed) and a greater, targeted decline that only occurs in the Roma treatment condition. Our experimental results are more consistent with hypothesis 3A than 3B. Even in the absence of meaningful intergroup contact, we find evidence that proximity to Roma communities—especially those living in visibly dilapidated housing—disproportionately decrease out-group generosity.

Our study—like all studies—cannot fully control for the non-random geographic assignment of minority populations. Roma communities and other concentrated minorities are situated in poorer-than-average communities (a measure we and other scholars include in regressions) and also in communities with lower social capital (a measure that we and other scholars do not observe). Even when we control for the most plausible confounders, such as income, poverty rates, city size, and regional variations, other unobserved (and perhaps unobservable) differences may persist.Footnote ⁵ Thus, there are many ways to interpret the across-the-board reduction in donations near Roma communities. That said, these mechanisms suggest that NGOs should design fundraising campaigns that have broader geographic scope and include more advantaged communities.

However, given our experimental design, we are confident that a significant portion of the decline in donations near Roma communities is due to hostility toward the Roma. We thus add an important experimental test to a largely observational literature on the effects of geographic proximity. In addition, we show that very small Roma communities do not seem to trigger racial threat, and can more tentatively suggest, based on the strong effects we detect near informal settlements, that racial threat is activated based on out-group visibility. However, since our quantitative data do not speak to the nature of intergroup contact, we supplement our main analysis with semi-structured, in-depth interviews.

Qualitative Assessment of Greek-Roma Intergroup Contact

To better understand how intergroup contact in segregated settings influences donations to highly stigmatized groups, we interviewed principals from 12 public elementary schools that benefit from the school lunch program we fundraised for in this study. An experienced school coordinator conducted all the interviews; for details see Appendix V. We expected to observe the most positive, structured, and extensive intergroup contact in the elementary school setting because Roma school attendance drops significantly by middle school in Greece and throughout Europe (European Union Agency for Fundamental Rights 2014, 29–33). We selected schools from a wide range of communities that varied in terms of Roma integration and Roma socioeconomic status, ranging from communities characterized by extreme segregation and high levels of Roma poverty to those known for successful integration and relatively wealthy Roma communities (i.e., Agia Varvara). All selected schools had at least a few Roma students, but both the interviewer and the school principals had extensive experience with similar schools that had no Roma students, giving them a baseline understanding of these schools.

Our interview evidence confirms significant isolation and hostility toward the Roma across all communities. Even in the most integrated communities, positive interaction between ethnic Greeks and Roma were intermittent; in general, intergroup contact was rare. Despite widespread prejudice and limited contact, principals still reported that ethnic Greeks donated in-kind aid to segregated Roma schools due to perceived need. That said, most support came from national and international organizations.

Table 1 presents the 12 schools whose principals we interviewed, categorized by whether the community is near Roma settlements, neighborhoods, or both. The “Location” column indicates whether the community is urban, on the periphery of an urban area, or rural. The adjacent column “Roma student SE” specifies whether the majority of Roma students at the school have very low, low, middle, or upper-middle socioeconomic class status. The column “% Roma students” illustrates the percentage of each school’s student body that is Roma, and the final column estimates the extent of intergroup interactions outside of school. These last columns reflect the school principals’ estimates. Appendix V contains detailed data underpinning these estimates.

Table 1. Measures of Disadvantage and Levels of Segregation

We observe the most extreme segregation in Zefiri and Thiva, two communities where one school’s student body is 100% Roma, while the neighboring school is only 3–5% Roma. Roma students’ socioeconomic status and living conditions correlate with levels of integration. The handful of Roma students attending integrated schools are socioeconomically advantaged compared to their segregated school counterparts. For example, as Table V.1 in Appendix V shows, in Thiva’s school B (100% Roma student body), the majority of Roma live in the nearby informal settlement in makeshift housing that lacks running water and electricity. Conversely, the few Roma students that attend Thiva’s school A are largely middle class and live in houses equipped with basic amenities.

Table 1 illustrates that ethnic Greek-Roma contact outside of school is very low across the board. Even in the most integrated communities where the majority of Roma live in neighborhoods alongside ethnic Greeks, principals reported only moderate levels of contact. For example, Agia Varvara is known as the best example of Roma integration. The majority of Roma students in both schools come from middle to upper-middle socioeconomic class backgrounds and live in houses or modern apartments in neighborhoods. While elementary school children invite the whole class to birthday parties and Greek and Roma boys play soccer together after school, Roma and Greek parents interact infrequently. Meanwhile, in highly segregated communities like Chalandri and Zefiri, social contact is even rarer. In Zefiri’s school A (whose Roma students make up only 5% of the student body and are largely from middle-class backgrounds), the principal emphasized that Roma and Greek parents are “not hostile and say good morning at school.” Appendix V, Table V.2 contains additional information indicating that across these communities, Roma-Greek contact is limited. Moreover, interview evidence in Appendix V indicates that Greek and Roma parents actively discourage their children from interacting.

We asked principals about additional support for school programming outside of the government funds provided to all public schools and listed these sources in Table 2. Almost all schools in the sample received financial support from the EU and the Greek government to provide extra classes aimed at helping struggling students, including English language instruction, hygiene and nutrition classes, and a variety of extracurricular activities like sports. The majority of schools received significant financial and programmatic support from international and national NGOs like the British Council, the International Red Cross, Solidarity Now, and Prolepsis.

Table 2. School Funding Sources

Despite low levels of intergroup contact, principals in schools located next to informal Roma settlements reported that several ethnic Greeks in the local community donated in-kind goods such as clothing, shoes, food, pencils, and other school supplies (Zefiri school B; Thiva school B; and Aspropirgos school B). Ethnic Greeks were motivated to donate due to perceptions of need in impoverished local Roma communities.

In short, our interview evidence illustrates that Greek-Roma contact is very limited and often discouraged by both Greek and Roma communities. In addition, interviews in Appendix V demonstrate that ethnic Greeks stereotype the Roma as having low educational and labor force attainment. This suggests that the racial threat response we observe in our experiment is not explained by intergroup competition for economic or social status. Financial support for schools with many impoverished Roma students comes in part from local fundraising, but more commonly from national and European governmental and nongovernmental sources that draw on broader tax and donor bases.

Conclusions and Implications

We are the first to examine in-group preference and out-group bias in charitable giving in an increasingly common fundraising setting—the text-to-give campaign. Through an experiment embedded in a nationwide fundraising campaign, we find that an in-group appeal did not increase donations relative to our baseline, while an out-group appeal decreased donations by 50%. We also find that an appeal to universal human rights—a common advocacy frame—did not reduce the generosity gap. Finally, we find that donations to all groups declined near Roma communities and declined disproportionately for the Roma appeal. Our qualitative research showed that Greek-Roma contact was limited, even in the most integrated communities. Most support for schools with Roma students came from outside the local community, although a few principals also obtained in-kind support locally by making need-based appeals.

Our findings have direct implications for NGOs as they identify ways to solicit support for stigmatized groups. Many NGOs emphasize in-group ties for fundraising (Koch et al. Reference Koch, Dreher, Nunnenkamp and Thiele2009), including shared religion or nationality (Kessler and Mummendey Reference Kessler and Mummendey2001; Lazarev and Sharma Reference Lazarev and Sharma2017), or seek to broaden the in-group to include all of humanity (Scroggins et al. Reference Scroggins, Mackie, Allen and Sherman2016). Our empirical test of these strategies suggests that they may not work as expected. Future research should examine how context influences the efficacy of in-group and human rights appeals. Our key takeaway for NGOs is that a simple fundraising appeal emphasizing recipient needs without identifying the recipient’s group membership facilitates fundraising for diverse beneficiaries.

By making appeals for three groups—the in-group, a control group, and the out-group—we are able to identify that out-group bias drives the in-group/out-group donation differential in our study. Although the donations literature suggests that an in-group reference can foreground a responsibility to contribute (Bohm, Rusch, and Gurek Reference Bohm, Rusch and Gurerk2016; Corr et al. Reference Corr, Hargreaves, Heap and Tsutsui2015), we found no evidence of this in our experiment. It is possible that strong in-group bias—which lab and lab-in-the-field experiments tend to find—may be driven just as much by social desirability bias as is generosity toward out-groups in those same settings. Our finding suggests that theories of discrimination based entirely on rational in-group preference, which emphasize greater reciprocity (Habyarimana et al. Reference Habyarimana, Humphreys, Posner and Weinstein2007), greater trust (Alesina and La Ferrara Reference Alesina and La Ferrara2002), and greater ability to control aid recipients within ethnic communities (Bowles and Gintis Reference Bowles and Gintis2004; Miguel and Gugerty Reference Miguel and Gugerty2005), cannot fully account for gaps in public goods provision commonly observed in heterogeneous communities. We also find that an appeal to universal human rights does not persuade Greeks to donate more to the Roma. While human rights appeals may allow NGOs to raise awareness or shift public opinion for policy change, as prior research suggests (Chilton and Versteeg Reference Chilton and Versteeg2015; Gaertner and Dovidio Reference Gaertner and Dovidio2014; Linos Reference Linos2013), these appeals may be less useful as fundraising tools.

Our findings also shed light on contexts of extreme prejudice and segregation. In such settings, NGOs often exclude highly stigmatized groups from their programming, expecting fundraising to be impossible. For instance, flood operations in Malaysia have excluded the Rohingya minority (Desportes Reference Desportes2019), relief operations in Yemen have excluded the Al-Akhdam people of African descent (Housing and Land Rights Network 2006), and NGOs in Pakistan have excluded transgender individuals from their aid programs (Rumbach and Knight Reference Rumbach, Knight and Roeder2014). We found that even when appeals emphasized the Roma ethnicity of beneficiaries, some donations were still made both in the experiment and in our qualitative data. This suggests that fully excluding stigmatized out-groups is unnecessary. Moreover, since we found that an appeal for a child in need was as effective as an appeal for a Greek child in need, NGOs should consider broad-based fundraising appeals that allow for inclusive programming.

Relatedly, there is a widespread assumption in the political behavior literature that behavioral measures of out-group bias reveal more severe prejudice toward minority groups than attitudinal measures because people tend to conceal their prejudices in surveys (Crosby, Bromley, and Saxe Reference Crosby, Bromley and Saxe1980). However, EU surveys report similar rates of prejudice toward the Roma as does our behavioral donation measure—approximately 50% (European Commission 2015). This suggests that the social desirability mechanisms that limit explicit discrimination toward some minorities may not operate for highly stigmatized groups. Given widespread prejudice, members of the ethnic majority may not gain social status by concealing negative views, leading explicit and implicit measures to converge on a similar estimate of bias. Future research could investigate whether a U-shaped relationship exists, in which implicit and explicit discrimination measures coincide when explicit prejudice is both very high and very low—but not moderate—in magnitude.

Consistent with racial threat theories, we find that donations decline in proximity to informal Roma settlements. Our experimental design allows us to add to a large observational literature that observes similar declines and to distinguish between a general decline in donations to all groups (which we also observed) and a greater, targeted decline that only occurs in the Roma appeal condition.

At the same time, our study also invites further research on the scope conditions and mechanisms underlying racial threat theory. The out-group we study is not in direct competition with the dominant group over social and economic status and resources, and so this mechanism cannot explain why we find evidence of racial threat in our donation experiment (Jackson Reference Jackson1986; Wetts and Willer Reference Wetts and Willer2018). Our qualitative evidence also indicates that while ethnic Greeks express a wide variety of concerns about the Roma, competition for resources does not figure prominently in these narratives. In addition, ethnic Greeks rarely engage in meaningful social contact with the Roma. In societies in which ethnic minorities are physically segregated from majority populations, as in the case of the Roma living in settlements across Europe, the Rohingya living in camps in India and Bangladesh, or the Uyghur Muslims in China, we need more research on how and when racial threat operates.

Our proximity analysis demonstrates that the presence of stigmatized groups above a low population threshold may trigger a racial threat response in nearby residents. Our strongest evidence of racial threat is in proximity to informal Roma communities. We believe this may be because makeshift housing and extreme poverty further highlight intergroup differences in economic and cultural attributes. Recent work by Enos (Reference Enos2016) moves us forward on theorizing the effects of minority housing in the United States, but research elsewhere is scarce.

Finally, we expect that scholars can easily extend our unobtrusive, low-cost text message intervention to a wide variety of contexts, adding to the external validity and generalizability of research on public goods provision, altruism, and group bias. Since mobile phones are ubiquitous across high, middle, and low-income countries, text-to-give campaigns allow NGOs to appeal to broad audiences (Chen and Givens Reference Chen and Givens2013; Smith Reference Smith2012). We believe scholars can also use text message appeals to measure a wide range of theories related to social, civic, economic, and political development. Already, important work examines how text message reminders increase voter turnout (e.g., Dale and Strauss Reference Dale and Strauss2009) and reports of public service deficiencies to politicians (e.g., Grossman, Michelitch, and Santamaria Reference Grossman, Michelitch and Santamaria2017). Because text-to-give campaigns typically aim at raising awareness and funds, future research should examine how the same reminder influences different attitudinal and behavioral measures (e.g., self-reported beliefs, financial contributions, willingness to sign a petition, contact a politician, or contribute to integration programming like language lessons). Future studies conducted in the text-to-give context will not only shed light on this increasingly important tool for fundraising and mobilization but also rigorously test and refine theories that are dependent on institutional and contextual factors.