Internet surveillance , regulation , and chilling effects online : a comparative case study

With internet regulation and censorship on the rise, states increasingly engaging in online surveillance, and state cyber-policing capabilities rapidly evolving globally, concerns about regulatory “chilling effects” online—the idea that laws, regulations, or state surveillance can deter people from exercising their freedoms or engaging in legal activities on the internet have taken on greater urgency and public importance. But just as notions of “chilling effects” are not new, neither is skepticism about their legal, theoretical, and empirical basis; in fact, the concept remains largely un-interrogated with significant gaps in understanding, particularly with respect to chilling effects online. This work helps fill this void with a first-of-its-kind online survey that examines multiple dimensions of chilling effects online by comparing and analyzing responses to hypothetical scenarios involving different kinds of regulatory actions—including an anti-cyberbullying law, public/private sector surveillance, and an online regulatory scheme, based on the Digital Millennium Copyright Act (DMCA), enforced through personally received legal threats/notices. The results suggest not only the existence and significance of regulatory chilling effects online across these different scenarios but also evidence a differential impact—with personally received legal notices and government surveillance online consistently having the greatest chilling effect on people’s activities online—and certain online activities like speech, search, and personal sharing also impacted differently. The results also offer, for the first time, insights based on demographics and other similar factors about how certain people and groups may be more affected than others, including findings that younger people and women are more likely to be chilled; younger people and women are less likely to take steps to resist regulatory actions and defend themselves; and anti-cyberbullying laws may have a salutary impact on women’s willingness to share content online suggesting, contrary to critics, that such laws may lead to more speech and sharing, than less. The findings also offer evidence of secondary chilling effects— where users’ online activities are chilled even when not they, but others in their social networks receive legal processes.


INTRODUCTION
With internet regulation and censorship on the rise, states increasingly engaging in online surveillance, and state cyber-policing capabilities rapidly evolving globally (Nye, 2011;Zittrain, 2008;Deibert, 2013;Deibert et al., 2012;Schneier, 2015) concerns about regulatory "chilling effects" online -the idea or theory that laws, regulations, or state surveillance can deter people from exercising their freedoms or engaging in legal activities on the internet have taken on greater urgency and public importance.But just as notions of chilling effects are not new, neither is skepticism about its legal, theoretical, and empirical basis (Kaminski and Witov, 2015: 480-482;Schauer, 1978;Blasi, 1985;Kendrick, 2013Kendrick, : 1657)).And while several recent studies have helped provide new insights on chilling effects (e.g., Stoycheff, 2016;Penney, 2016;Townend, 2014;Marthews and Tucker, 2014;PEN America, 2013;2015;Pew Research Center, 2015a;2015b), significant gaps remain in its empirical underpinning and theoretical understanding, particularly how such laws, regulations, and state surveillance impact activities online (Kaminski and Witnov, 2015: 517;Townend, 2014).
One such gap in research is the comparative dimensions of chilling effects online, both in terms of different forms of chilling effects and their impact across different populations (Townend, 2014).This case study helps address this lack of empirical evidence with a first-of-its-kind online survey that examines multiple dimensions of chilling effects online by comparing and analysing responses to four different hypothetical "chilling effect scenarios", that is, hypothetical scenarios involving different kinds of regulatory actions that may, in practice, "chill" or deter internet users from engaging in legal activities online, to different or greater or lesser extents (if at all). et al., 2010: 412;Chen and Yeh, 2013;Wolfson and Bartkus, 2013: 119;McDonald and Cranor, 2010: 5).Chilling effects have also been previously studied using survey methods (Barendt et al.,1997;Renas et al.,1989;Townend, 2014;PEN America, 2013;2015;Pew Research Center, 2015a;2015b;2014a;2014b;2014c).To strengthen the internal and external validity of results, rather than have participants merely self-report attitudes, this survey measures and compares responses to hypothetical online "chilling effects" scenarios.Each scenario is described separately to respondents followed by subsequent questions designed to elicit likely behavioral responses to each scenario described rather than basic self-reports or stated attitudes about privacy, surveillance, or regulatory chilling effects.
Though they do have limitations.2such hypothetical scenarios (and behavioral questions) were used not only used in Renas et al. (1989), a leading previous empirical chilling effects study on libel laws, but have also been used widely to by researchers in a range of fields, including recent studies on privacy and online behavior (see, e.g., Mamonov and Koufaris, 2014;Keith, Ngo, and Babb, 2014;Seih, Buhrmester, and Lin, 2013).Furthermore, the leading survey-based studies on surveillance-related impact and harms in recent years have all employed hypothetical questions and scenarios : PEN America (2013;2015);Pew Research Center (2015a;2015b;2014a;2014b;2014c).In short, this is a common research technique used in leading privacy surveys with the defined scenarios employed based on extensive literature review.Other measures taken to address validity and reliability are set out in Appendix 1.
This survey is structured around four primary hypothetical scenarios.The first (1) primary scenario employed in the survey, much like the laws Schauer (1978) largely examined, involves a vague or uncertain statute or regulation enacted to regulate or prohibit an online activity, with a significant penalty or punishment for transgressions or violations of the statute or regulation is traversed or broken.For this scenario, a form of "anti-cyberbullying" statute-that criminalises the "intent" to "harass or intimate another person" online-was used, as such laws been increasingly used to regulate forms of online speech and activities by lawmakers in the US and internationally and are often criticised for chilling online speech, including constitutionally protected speech.3Despite such criticisms, there is little empirical research on the impact of such legislative efforts implemented in the United States and elsewhere to criminalise and deter online harassment and cyberbullying (Asam and Samara, 2016: 138-139;Hazelwood and Koon-Magnin, 2013: 156;Henry and Powell, 2016).This scenario explores this proposition.Online surveys have previously been used to study cyberbullying and online harassment (Cederborg et al., 2016: 138), including the few studies exploring the impact of relating legal interventions (See Kasgupta, 2016;Sung, 2016).
The second (2) scenario involves state or non-state surveillance (and related practices like data collection or gathering), consistent with Solove (2006;2007)'s concerns about chilling effect associated with these forms of data and information gathering.A third (3) scenario is related to the first two, in that vague laws and uncertainties in the legal process are part of what creates a chilling effect, but differs in how the threat of legal penalty is delivered-here it is delivered personally via legal notice to the individual targeted.This scenario is based on libel chill concerns (Renas et al., 1989;Barendt et al., 1997) as well as "next generation" internet regulatory efforts like the Digital Millennium Copyright Act (DMCA) notice and takedown system for enforcing copyright law online.4It is thus referred herein as the "DMCA" scenario.A fourth (4) scenario primarily concerns a kind of secondary chilling effect in online environments.Here, an internet user is "chilled" or deterred from certain legal activities after learning, perhaps by a post on social media, that friends or other members of their network (online or otherwise) have been targeted or received a legal threat.5 This case study's survey is primarily designed around these scenarios, with some modification in certain contexts to explore different comparative elements or dimensions of chilling effects.
Each scenario, once briefly described, is followed by a series of questions exploring how this new law would impact each respondent's (future or predicted) behaviour.It is from these responses that any potential or expected regulatory chilling effects are observed.6Questions are generally based on a five point Likert scale and repeated for each of the hypothetical scenarios to allow for comparisons, with a few additional questions (based on slightly modified scenarios) for additional insights.

OPERATIONALISING CHILLING EFFECTS THEORY
Chilling effects theory is operationalised in the design via questions exploring how each "chilling effects" scenario may impact different online activities, specifically, how each regulatory act or action described may render the respondent less likely to engage in one or more activities online, such as speaking, searching, and sharing content online.This is consistent with both Schauer (1978) and Solove (2006;2007)'s accounts of chilling effects, whereby certain regulatory actions may deter or chill activities.Additional questions (on how internet users may be rendered more "careful" or cautious in their activities) are likewise designed to explore what Sklansky (2014) calls the "stultification thesis", that is, the notion that certain state (and nonstate) regulatory actions (particularly surveillance) promotes self-censorship, conformity, and inhibition among citizens, rendering them more cautious, careful, and less willing to seek out and engage with controversial views and ideas or exchange in "robust" and "candid discussion"; things necessary to "deliberative democracy" and "self-determination" (Solove, 2007: 123-124).
This form of chilling effect is more subtle and more difficult to measure or explore, but is nevertheless an essential harm relating to chilling effects, menacing "society's foundational commitments to intellectual diversity and eccentric individuality" (Richards, 2013(Richards, : 1948)).Sklansky (2014) argues there is little empirical evidence supporting the "stultification thesis" despite it being an "article of faith" among surveillance and privacy theorists (p.1097).This case study is designed to address this lack of empirical support.
In exploring how different regulatory scenarios may deter, inhibit, prevent, or render more cautious or self-censoring internet users in relation to a range of different online activities (speech, search, engagement, etc.), this case study examines what Barendt et al. (1997) call "structural" chilling effects.This is different from instances where specifically targeted content is altered as a result of specific legal concerns (e.g., a news story is changed after receiving a libel threat relating to it) (Townend, 2014).This form of impact, which Barendt et al. (1997) approached as a more "direct" chill, is also explored here via several additional questions posed in relation to the third scenario (e.g., respondents are asked how they would respond to the legal notice received if they felt it was incorrect; including if they would alter/re-post content).
Moreover, consistent with Schauer (1978), the four primary scenarios are employed to explore any potential impact or chilling effect on presumptively legal activities, that is, activities such as speaking online, searching online, or sharing personally created content online; all activities presumptively legal under US law.This is important, as Schauer notes, for while a "chilling effect" is at its core an "act of deterrence", some deterrent effects are actually intended by lawssuch as deterrence of criminal activities -thus, his theoretical account concerns how laws or state regulatory actions may chill or deter legal activities and how laws and regulations might have a chilling effect upon such legal and permissible activities (1978: 6890-6990), particularly speech.This case study, then, is similarly designed to capture chilling effects on presumptively legal activities, not facially criminal or illegal ones.
Of course, any research design will be imperfect on this count, as uncertainties in the law and legal process about the legality of certain activities, coupled with the threat of harsh penalty or punishment associated with an activity, can often, as Schauer (1978) theorised, be the very cause of chilling effects.Additionally, designing research illustrating chilling effects, that is, what a user would have said or did but for some state or regulatory activity is difficult enough (Schauer, 1978;Solove, 2007: 121); adding a requirement that such hypothetical activity is also definitively legal adds an additional layer of complexity to an already demanding methodological challenge.
Nevertheless, to address these challenges, the scenarios and related questions explored here were designed to explore how regulatory actions like a vague statute, online surveillance, or delivering a threatening legal notice (among other scenarios) may impact on an internet user's more general activities (speaking/writing/sharing/searching online) that may not necessarily be definitively legal in all cases, but normally would be so.This is the concern of chilling effects theory.

IMPLEMENTATION AND METHOD OF ANALYSIS
The survey itself was hosted and field tested using online survey software.7Data was collected over the course of a week in March 2014.The dataset thus constituted 1,212 total surveys.8 Responses to questions are first analysed (percentages, summary, and descriptive statistics) to understand any apparent "chilling effect", including comparisons between results for each scenario, for comparative insights.To explore and identify potential factors that may impact or influence any apparent "chilling effects" (e.g.being less likely to speak or share online, due to knowledge of online surveillance) results were statistically analysed using Goodman and Kruskal's gamma (γ) and Pearson's chi-square (Χ2) test statistics.9

ETHICAL CONSIDERATIONS
The ethical dimensions of this study were informed by the recent Menlo Report (Dittrich and Kenneally, 2012) as well as the Association of Internet Researchers (AoIR) ethical guidelines (2002; 2012).The research also received ethical approval from the Oxford Internet Institute's departmental Central University Research Ethics Committee (CUREC) at the University of Oxford.A central ethical concern in this research was ensuring participant confidentiality as this study also deals with sensitive issues and data, such as the legality of certain kinds of online actions.For this reason, extra precautions were taken to ensure data was kept safe, secure, and confidential, including preventing survey software from tracking IP addresses and allowing respondents to complete the online survey anonymously.All results/data obtained was stored anonymously as there was no need to identify or link information obtained with the specific identities of any participants to achieve the aims of the research.Another ethical consideration was obtaining the consent of human research subjects.Informed consent was obtained from respondents through the online survey itself prior to participation (that consent form can be viewed at Appendix 8).10

HYPOTHESIS
This survey's design was centered on four "chilling effect" scenarios.If these hypothetical scenarios lead internet users to be less likely to engage in certain legal activities online or are more careful about how they do so, this is evidence of such regulatory chilling effects.It is predicted that due to regulatory chilling effects internet users will be less likely to engage in certain legal online activities (across the different scenarios designed into the survey) or will be more careful about how they engage in such online activities.Consistent with Schauer (1978) and Solove (2006;2007) this prediction speaks to potential chilling effects on legal activities online, as indicated by respondents being less willing to engage in such activities, as well as evidence of the stultification thesis, about how chilling effects may also promote self-May 2017 | Volume 6 | Issue 2 censorship, inhibition, and conformity, by encouraging internet users to be more careful and cautious while engaging in these activities.

PARTICIPANT POOL
In the final dataset, there were 1,212 total participants with characteristics similar to other crowdsourced participant pools, which have been found to be "relatively representative of the population of US Internet users" with a few biases, mainly, that samples are somewhat younger, more female, and have slightly lower incomes than the general US internet population (Paolacci et al., 2010: 412).That is all approximately true of this sample, except on gender where it is much more balanced, with 608 participants male (49.7%) and 608 female (50.3%).11Like most internet user samples, this participant pool also included heavy internet users overall, but with some variability in other aspects of internet use.Almost half (49.5%) of participants indicated they were "continually" connected to the internet, while another 46.1% reported connecting several times a day.A slight majority (51.9%) shared content or posted things online at least "several times a week", and almost 17% sharing content several times a day.12For more details, graphs, and visualisations on participants, see Appendices 2 through 6.

ONLINE SPEECH
All scenarios evidence a chilling effect on online speech and expression.A comparison of results from the three primary hypothetical scenarios concerning any potential "chill" on speech is charted in Figure 1: Respondents were asked whether they would be "more likely or less likely to speak or write about certain topics online" in response to each hypothetical scenario.This chart collates and compares the responses.The cumulative percentage of responses is mapped on the x-axis in relation to the three primary hypothetical "chilling effect" scenarios on the y-axis.
The results show that for respondents, personally receiving a legal threat from a third party about some online activities had the greatest chilling effect, with 75% of respondents being "much less likely" (40%) or "somewhat less likely" (35%) to "speak or write about certain topics online" as a result.The next most "chilling" was government surveillance, with 62% of respondents "much less likely" (22%) or "somewhat less likely" (40%) "speak or write about certain topics online" due to such online monitoring.Interestingly, the vague anti-cyberbullying statute did have some chilling effect (39% much less or somewhat less likely) but a near majority (47%) indicated the law would "have no impact" on their online speech.
In a comparison of all four scenarios concerning any potential "chill" on speech, again, personally receiving a legal threat from a third party about some online activities had the most impact, with 81% of respondents indicating they "strongly agreed" (50%) or "somewhat agreed" (31%) with the statement that receiving such a legal notice would make them "more careful" about what they "say or discuss in certain contexts online" (see Figure 2).Government surveillance, consistent with earlier results, was the next most chilling, with 78% of respondents "strongly" agreeing (38%) or "somewhat" agreeing with that statement.A close third was the scenario where the respondent sees a friend posting online about receiving a personal legal notice warning the friend about the legality of certain online activities.Here, 76% of respondents "strongly" (41%) or "somewhat" agreed (35%).Next in terms of impact is the anti-cyberbullying statute scenario followed by corporate surveillance -with a 69% either "strongly" (29%) or "somewhat" agreeing (40%).The results suggest corporate surveillance may have the least impact or chilling effects.Here, in the questionnaire, respondents were asked the same question as those in the government surveillance scenario, but with the small change that it was an internet company monitoring online activities instead of the government.61% either "strongly" (24%) or "somewhat" (37%) agreed with the statement that such corporate surveillance would make them "more careful" about what they "say or discuss" online.
A few observations would be helpful here.First, results from both comparisons are certainly consistent with chilling effects theory and all suggesting some chilling effect on the online speech and expression of respondents.The results from the second comparison (Figure 2)involving the three primary scenarios: statutory, government surveillance, and individualised legal notice -as well as the two additional exploratory ones (corporate surveillance and secondary/networked "chill" or regulation) suggest a greater impact than the findings from the first (Figure 1).This makes sense, as arguably chilling effects often work in subtle ways; these results indicate that the "chill" might be that respondents become more careful in their online speech, rather than simply being chilled or deterred from speaking at all or rendered much less likely to do so.Still, Figure 2 also reveals substantial chilling effects, with noteworthy percentages of respondents rendered "much less" or "somewhat less" likely to "speak or write about certain topics online".
Second, it also makes sense that the scenario involving individualised and personally received legal notices (threatening legal repercussions for online activities) had the greatest apparent chilling effect, since such an "individualised" legal or regulatory measure would send the message that the targeted person is already targeted, or being watched closely, thus raising the May 2017 | Volume 6 | Issue 2 risk of punishment or penalty for any online activities they pursue.This would likely lead to a more pronounced chilling effect apparent in the results.And there is probably a good reason why government surveillance appears to have a more chilling effect than corporate surveillance, given that respondents would likely assume that a company is monitoring activity online to protect only a narrow set of corporate interests (e.g., financial), while government monitoring is more sweeping and sophisticated, and thus respondents would be more chilled as a result.
Third, the reaction among respondents to the hypothetical anti-cyberbullying statute is interesting for, as will be seen from other results, this "statutory" scenario often appears to have less of an impact, at least comparatively speaking, than other kinds of scenarios explored.Not here, however.Rather, the response is fairly consistent with, and comparable to, results from the other scenarios, with the findings for the anti-cyberbullying statute suggesting it has more of a chilling effect than corporate surveillance.This, too, might be explained by respondents perceiving action by state authorities to be more of a threat than private entities with only corporate or profit motives.

ONLINE SEARCH
Responses suggested online search activities may also be affected, as apparent in Figure 3, a comparison of all four scenarios concerning any potential "chill" on online search activities.
Government surveillance had the greatest likelihood to chill respondents' future internet search activities, with 78% of respondents either "strongly" (40%) or "somewhat" (38%) agreeing with the statement that government monitoring of online activities would make them "more careful" about what they "search for online".Interestingly, seeing a friend posting online about receiving a personal legal notice warning the friend about illegal activities online (e.g., downloading copyrighted material) had the next most effect, with 77% of respondents "strongly" (39%) or "somewhat" (38%) agreeing with the statement that seeing such a post would make them "more careful" about what they "search for online".The next in terms of potential chill on internet search is corporate surveillance, with 65% either "strongly" (26%) or "somewhat" (39%) agreeing, and the personal legal notice, with 59% of respondents indicating they "strongly agree" (30%) or "somewhat agree"(29%).
These results are also consistent with chilling effects theory, with the relatively stronger chilling effect of some of the hypothetical regulatory acts or actions -like government surveillancelikely explained by the aspects of such government monitoring earlier; people would be deterred from certain online search queries assuming government may be monitoring for illegal or antisocial and even non-conforming behaviour, which might suggest future illegal conduct.
However, the results also suggest a strong measure of potential "chill" relating to the secondary or "networked" regulatory chilling effects scenario, where the hypothetical involves the respondents being made aware, via a friend's Facebook posting, that the friend has received a personal legal notice warning them about potentially illegal online activities.This scenario had the second most substantial impact after government surveillance.One possible explanation for this comparatively greater "impact" for this hypothetical scenario on search, is that the legal notice (as described in the scenario) was targeting illegal downloading of copyrighted material.
Given that seemed to be the target, it makes sense that respondents would be much more careful about what they search for (copyright content), so as not to attract attention or penalty for likewise accessing or following links to pirated material via search.Moreover, consistent with Schauer (1978) legal uncertainties about the legality of accessing or downloading certain content online may be contributing to this subtle chilling effect, apparent in a more careful and cautious approach to activities online more generally, in this case speech.Also, by contrast to online speech (in Figure 2) the anti-cyberbullying statute here is, interestingly, a distant fourth with answers almost evenly distributed across the spectrum of possible responses.This can probably be explained by the fact that the anti-cyberbullying statute here would appear to target speech and other forms of communication online -it is vague and has uncertain application and aims to prevent "harassment" or "intimidation" online.Online search, as a discrete and non-communicative online activity, would expectedly be far less impacted.

ONLINE SHARING / SOCIAL MEDIA CONTRIBUTIONS
Online sharing of content personally created by the respondent in question was also demonstrably chilled in each of the scenarios, though not as much as either online speech or search chill noted earlier, but certainly more so than time spent online.This is an important category of activities, because they concern creativity, authorship, and even innovation on the part of the person being potentially "chilling".The results (see Figure 4) show that, again, personally receiving an individualised legal notice about online activities (72% of respondents either "much less" or "somewhat less" likely to share) and government surveillance (60% of respondents "much" or "somewhat" less likely to share) would have had the greatest chilling effect on such legal online activities.The anti-cyberbullying statute also suggested some chilling effect (34% of respondents were either "much less likely" or "somewhat" less likely), though a majority (51%) indicated that their sharing would not be impacted by the statute.Respondents were asked whether they would be "more likely or less likely to share content on the internet that [the respondent] personally created, authored, or made (e.g., a digital photo, song, blog post, Facebook status update, etc)" in response to each hypothetical scenario.This chart maps the responses consistent with previous graphs.
Again, these results also provide support for chilling effects, especially so since the content in this hypothetical scenario concerns creative output ("personally created" content), which also means such content would almost always be legal (e.g., does not raise any copyright concerns in most cases, unlike content being shared that has been created by someone else).The comparative ranking in terms of chilling effects here, with the personally received legal threat and government surveillance much more significant than the anti-cyberbullying statute, can likely be explained for similar reasons noted for the "online speech" section above (See Figure 1 and Figure 2 and accompanying interpretation) -for example, more targeted enforcement (like individualised notice) will have a more profound impact; government surveillance, rather than simply a vague law, has more impact.That seems to be the case with creative output as well.

TARGETED CONTENT (AND USER RESISTANCE)
Consistent with Barendt et al. (1997)'s notion to 'direct' chill (how people are impacted with respect to specifically targeted content or activities, and how they respond).Questions were also posed concerning the third scenario -the personally received legal notice concerning content posted online -about how likely the respondents would take steps to legally challenge the notice they received if they believed it was wrong or mistaken.Here, responses were fairly evenly distributed, with 34% saying they would challenge; 36% saying no they would not; and 30% saying they "Don't know".For those who indicated they would not challenge the legal notice, or did not know, the potential costs of (legally) challenging the legal notice was the most significant factor with 81% of respondents citing it as a reason not to take such steps.Other concerns were time costs (66%), wishing to avoid trouble (legal or otherwise) (53%) not understanding the legal issue at stake (28%), or not knowing how to legally challenge the notice (34%).13Also, these legal notices were mostly effective in deterring re-posting or re-sharing of content that the notice had targeted -70% of respondents were "very unlikely" (54%) or "somewhat unlikely" (16%) to re-post or re-share.However, a notable percentage of respondents (15%) also said receiving the notice would actually make them "very likely" (4%) or "somewhat likely" (11%) to re-post or re-share.

EVIDENCE FOR CHILLING EFFECTS MORE GENERALLY
More generally, these findings strongly support a theory of online chilling effects on internet users legal activities due to a range of regulatory activities (statutory, corporate/state surveillance, individualised legal notices/enforcement, and secondary (or network) chilling effects, where users are chilled simply due to becoming aware that a friend or other member of their social network have been targeted by such regulatory actions.

COMPARATIVE CHILLING EFFECTS
There are also comparative insights.When examining the chilling effects evidence comparatively, the results also provide insight into what sort of regulatory acts or actions may have the greatest online chilling effects.On a comparative angle of view, scenario three, that is, the individualised and personally received legal notice, containing a legal threat about content posted online, consistently suggested greater levels of chilling effects among respondents across the different scenarios -rendering respondents less likely to speak or write in certain contexts online (or more careful about what they say or write online), less likely to share of personally created content online, less likely to contribute to social networks and other online forums, and less likely to spend time on the internet more generally.This finding was consistent across all online activities tracked, except online search -here, government surveillance had a slightly greater impact, with a full 78% of respondents agreeing with the statement that knowing that the government was monitoring online activities they would be "more careful" about what they search for online.Though even here, the personally received individualised legal notice also had a substantial impact with 77% responding agreeing they would be "more careful".Indeed, comparatively, government surveillance consistently had the second most "chill" or impact across all forms of online activities explored.
Neither of these findings are unexpected given that chilling effects theory hypothesises that people are deterred both by the threat of punishment pursuant to vague or unclear laws or rules but also, as Solove (2006) suggests, a chilling effect due to a kind of "environmental pollution" May 2017 | Volume 6 | Issue 2 wherein regulatory actions like state surveillance chill or deter certain legal activities.In such cases, the chilling effect might arise out of concern for privacy, fear of potential government targeting, and/or social conformity (e.g., to avoid being associated with unpopular ideas or causes).The individualised legal notice and the government surveillance scenarios both implicate such chilling effects.With individualised or personally received legal notices (disclosing legal claims or threats), people would feel specifically targeted and would thus increase the likelihood of punishment or penalty greater, leading to more of a chilling effect as noted in the results.In terms of online speech and online search activities, corporate surveillance also had a chilling effect comparable to, but not as significant as, government surveillance.This could be explained by the respondents viewing corporate surveillance as less broad or effective as government; or, perhaps, the findings may also reflect the Weberian view of state power, where only the state has a legitimate claim to the use of force and violence (Weber, 1965); here, the "violence" is done through corporate surveillance.
Results concerning the fourth scenario deserve some additional attention, as this was more of an exploratory aspect of the case study.These findings provide a novel contribution in providing empirical foundations for networked chilling effects; that is, people who simply read, or are made aware of, online regulatory actions are themselves chilled or deterred.Comparatively speaking, across the range of online activities explored (in relation to different potential "chilling effects" scenarios), this networked impact was consistently comparable to the impact or effects caused by hypothetical scenarios involving other kinds of regulatory acts or actions.
There were instances, in fact, where this secondary or networked impact was greater than most others.In the comparative results for online search (Figure 1), this scenario had the second most substantial impact just behind government surveillance, with 39% "strongly" agreeing and 38% "somewhat" agreeing with the statement that they would be "more careful" about what they search for online; even outstripping a personal legal threat.And in the comparative results for online speech across five scenarios (three primary and two more exploratory in Figure 2), the results suggest that this kind of networked regulatory effect (here, seeing a friend posting on Facebook about receiving a personal legal notice may have a greater "chill" than both corporate surveillance or even effects caused by a vague statute or regulation enacted in relation to online activities (though, this will likely depend on the nature of the statute in question and the context of the activities).
Again, these findings are consistent with chilling effects theory -knowing that someone in your social network is being targeted by public or private legal threats concerning their online activities -could raise concerns of similar legal targeting, mistaken punishment, pressures to conform, or guilt by association; thus, causing a "chill" on otherwise legal activities.And as earlier noted, with respect to online search, it may be that respondents understood the legal notice in the hypothetical scenario (e.g., sent to a friend about potentially illegal downloads) most likely concerned online searches for copyrighted material, hence the greater number of respondents being "careful" about searching for such content online.

CHILLING EFFECTS FACTORS: ANALYSING UNDERLYING RELATIONSHIPS
Beyond the analysis of percentages and comparisons above, factors underlying or influencing the "chilling effect" evidenced in the hypothetical scenarios (e.g., being less likely to speak, search, or share online, due to knowledge of online surveillance) were statistically analysed in relation to a range of demographic and comparable variables such as age, gender, level of education, level of income, level of internet use, whether they have followed the news about online surveillance (e.g., news about the NSA surveillance programmes), how often they share personally created content online, how often they contribute to social network sites and other online forums, and, the respondents' familiarity with laws that regulate the internet (assessed by the respondents on a scale).This analysis was done to identify any potential background factors or variables that influence, or have an association with any potential chilling effects suggested by the responses.The core statistical test results for the three primary scenarios analysed are set out in Table 1 , 2, and 3, respectively.Two other scenarios analysed -though not extensively as they are more exploratory -was the impact of online surveillance by a private internet company as well as a friend (of the respondent internet user) posting on a social network about receiving a legal notice about unauthorised or illegal downloading online.Those results are set out in Table 4 and 5, respectively.

Younger internet users more likely to be chilled
There are some interesting results here as well.In the findings set out in Tables 1, 2, and 3, age had a statistically significant negative association in relation to all three forms of chilling effects in the first hypothetical scenario that involved the vague anti-cyberbullying statute (with harsh penalties attached).That is, as the age of respondents increased, chilling effects in relation to the anti-cyberbullying statute decreased.14It also had a statistically significant negative association with all three forms of chilling effects for the government surveillance scenario (hypothetical scenario two).15It should be noted that these associations were weak to moderate, but the pattern, nevertheless, is noteworthy.Interestingly, that pattern breaks with the third hypothetical scenario (individualised and personally received legal notice).It should be noted that these associations were weak to moderate, but the pattern, nevertheless, is noteworthy.In the scenario involving corporate online surveillance (Table 4), there was also a mild negative statistically significant association between the age of respondents and respondents being more careful and cautious about their online searches once made aware about an internet company conducting online surveillance; this, again, suggests more chilling effects for younger respondents.
Interestingly, that pattern breaks with the third hypothetical scenario (individualised and personally received legal notice).Here, age only has a statistically significant relationship with chilling effects with one activity (online search), also a negative association.16One explanation is that the first two hypothetical scenarios -the anti-cyberbullying statute and the government surveillance -both involve a measure of vagueness and uncertainty -respondents are not personally targeted and so must make a judgment as to whether they think they might be targeted, and this would have an impact on their searching, speaking, and sharing online.On that count, it seems youth may be more impacted or cautious in their activities, assuming they are more likely to be targeted as compared to older respondents, who are less concerned.By the third scenario, that uncertainty is significantly reduced in the sense that the legal notice is personally delivered; so youthful cautiousness is no longer a factor in most cases with people being "chilled" more uniformly, other than online search.

Female internet users more likely to be chilled
A second notable point concerns gender.Findings in Tables 1, 2, and 3, show gender had no effect in the second (government surveillance) scenario but becomes a noteworthy factor in the third scenario -where a threatening legal notice is received.17Due to the way in which the gender variable was coded, the positive association suggests that female respondents were "chilled" in relation to all three forms of activities in this hypothetical scenario (less likely to speak or write online in certain contexts, less likely to share personally created content, and would be more careful in their online search activities).There was also a gender effect in the scenarios involving corporate online surveillance and where a friend is targeted with a personal legal notice (Tables 4 and 5), with a mild positive association between female respondents and their being more cautious/careful about their online speech for both of these scenarios.
It is difficult to say why female respondents were more affected in these scenarios, but the results no doubt suggest females in this sample were much more cautious and chilled once they were personally targeted or, as with the scenario where a friend is targeted, someone close to them are targeted.The gender effect in the corporate surveillance scenario, but not the government surveillance scenario, may also suggest women distrust or feel they are more likely to be targeted by corporate employers or employees than government agencies.Consistent with Lenhart et al. (2016)-who found women were more likely to be negatively affected by online harassment (which can include forms of threats)-these findings suggest women may also be more negatively impacted and chilled by personal legal threats concerning online activities as well.
Anti-cyberbullying statute has salutary impact on women's sharing Also, notably, there was a statistically significant negative association between being female and chilling effects on personal sharing online in relation to the first scenario involving the anticyberbullying statute.18One way of reading this, is that men were more likely to be chilled from personal sharing due to the anti-cyberbullying statute in scenario one.However, given that the statute had little chilling effects overall, another way of interpreting this, is that the anticyberbullying statute had a salutary or positive impact on sharing personally created content among female respondents.In other words, with new legal measures to protect or deter cyberbullying and harassment online, women were more willing to share This is noteworthy as a substantial body of legal literature argues that statutes regulating or criminalizing online harassment or cyberbullying proscribe or deter constitutionally protected online speech (Volokh, 2016;Kayyali and O'Brien, 2016;Diaz, 2016;Buchhandler-Raphael, 2015;Hayward, 2011;King, 2010).The analysis may change, however, if these laws encourage greater online speech and sharing, while minimally impacting other speech (results suggested a chilling effect on some user activities but far less than in other scenarios).While not absolving other important concerns about enforcement or impact on other online activities (Marwick and Miller, 2014;Kayyali and O'Brien, 2016), these findings are consistent with what advocates like Danielle Citron argue; that such legal interventions can help preserve the "expressive autonomy" of past or potential targets of such abuse by facilitating their speech, expression, and participation online (2014: 196-197)..

Knowledge of NSA news leads to greater chill
A third observation of note concerns the impact that respondents' familiarity with news stories concerning surveillance by the "NSA" has on comparative chilling effects.Respondents were asked to indicate how closely they were following news stories concerning NSA surveillance; as it turns out, at least for the second hypothetical involving government surveillance, how closely the respondent follows NSA news helps predict how much respondents were "chilled" in relation to the three online activities in this scenario.The gamma values are all positive here, indicating a statistically significant positive measure of association.19This is not surprising; it makes sense that those respondents following the news about the NSA's pervasive and invasive surveillance practices would be more likely to be "chilled" by the government surveillance in hypothetical scenario two.These findings are also consistent with recent studies finding evidence of chilling effects associated with awareness of NSA online surveillance in Wikipedia article traffic data (Penney, 2016) and Google search trends (Marthews and Tucker, 2016).They are also consistent with recent experimental findings of the same (Stoycheff, 2015).
This statistically significant "NSA knowledge" effect also held for the scenario involving online surveillance conducted by a private internet company.These findings also make sensesomeone sensitive about government surveillance due to awareness about the NSA's overreaching activities would likely be similarly sensitive about similar surveillance practices carried out by a private company.That is reflected again here.

Other factors
There are other noteworthy observations (for graphs and data on the demographics of the participant pool, see Appendices 2 through 5).First, education level was largely a non-factor in most cases, except in the first scenario (involving the anti-cyberbullying statute).Here, where there was a mild negative association between education level and respondents being less likely to share, and showing more caution in their online search activities.In other words, as the education level increased for respondents, chilling effects decreased, at least in these two instances.Also, the respondents' self-assessed level of awareness of regulations and relevant laws was largely a non-factor, except in the third factor, involving the personally received legal notice, where legal awareness had a statistically significant weak to mild association with being less likely to speak or write after receiving the notice, or showing more caution in online searching.This makes sense, as with additional legal awareness, a respondent may be more cautious or careful in their online activities, being more aware of the potential legal risks at stake.Also interesting are those things that turned out to not be associated with chilling effects.
While education and income levels had a statistically significant (negative) association with chilling effects in a handful of cases, overall, they were simply not a notable factor.
Also, amount of time spent online, level of personal sharing, level of regular contributions to social network sites and other online forums, and even familiarity with laws applying to the internet, were, apart from one or two instances, mostly non-factors in terms of responses to hypothetical chilling effect scenarios.It should be noted, however, that the latter (legal awareness) did have a negative association concerning the impact the personally received legal notice (scenario three) had on online speech and content sharing (personally created content).
This also makes sense, as familiarity with the law would lead respondents to feel less threatened.
The fact that these factors ended up having little relationship with chilling effects in most cases is similar to the findings by Stoycheff (2016), who also found education levels, income levels, attention to news, and political knowledge had no statistically significant relationship with participants willingness to speak out in the face of known surveillance.
As with results in Table 1, 2, and 3 those set out in Table 4 and 5 are interesting for those things that turned out to not be associated with chilling effects.Income levels, internet usage levels, frequency of online sharing, were all, once again, mostly non-factors.Again, these demographic and other factors having no significant relationship with chilling effects similar to the findings by Stoycheff (2016).
Interestingly, however, education level and level of social network engagement had a mild to moderate negative association for respondents being more cautious or careful with online speech and search in relation to scenario #5 (friend posting about receiving a legal notice); this is not easy to explain, but may simply be a proxy for some other variable or measure, like sensitivity postings on social network sites.Perhaps respondents with higher levels of education are more likely to have attended universities, and thus gained more social network connections and online social network "friends", and are more desensitised (and so less chilled) due to postings by friends, including where legal concerns are involved.Similarly, respondents who are more engaged with social network sites may also be less sensitive to such postings simply because they encounter such postings more often in their higher levels of use and are thus less chilled.These findings are similar to Stoycheff (2016), who also found the higher levels of social media use was associated with respondents being more willing to speak up (and thus be chilled less).

Younger and female internet users less likely to resist chilling effects
Respondents were also asked in relation to hypothetical scenario three (receiving the personal legal notice, like a DMCA copyright notice) how likely they would take steps to legally challenge the legal notice they received if they believed it was wrong or mistaken (to explore notions of more specific or direct chilling effects).Additional statistical analysis was conducted to explore what demographics (and related variables) may be a factor or be associated with respondents' willingness to legally challenge the notice.Here, there was a mild negative association between age and willingness to challenge (γ= -0.10; p < 0.05) suggesting younger respondents were less likely to "resist" or fight back against the legal threat/notice received.There was also a small negative association between respondents being female and willingness to challenge suggesting females were also mildly less likely to do so as well (γ= -0.12; Χ2 = 3.95; d = 1; p < 0.05).

Engaged internet users more likely to resist chilling effects
There was also a positive association between willingness to challenge and two internet "engagement" variables: time spent online (γ= 0.19; Χ2= 11.7; df = 2; p < 0.01) and level of social network site (and related) engagement (γ= 0.13; Χ2= 11.4; df = 4; p < 0.05).Notably, there were also somewhat stronger positive associations between willingness to take steps to challenge the legal notice in this scenario and two other variables -familiarity with internet laws (γ= 0.34; Χ2=50.83;df=4; p < 0.01) and how closely respondents were following NSA news (γ= 0.23; Χ2=35.4;df=4; p < 0.01).These make sense, if you believe you have a stronger grasp of the law, you may feel more confident in a legal challenge.In the case of the NSA news knowledge, this may reflect reality that respondents more engaged with the issue (greater knowledge of surveillance challenges) are also more likely to take concrete steps to defend themselves.
Also interesting to note: despite respondents citing the potential costs of (legally) challenging the legal notice received as the most significant deterrent for taking steps to legally challenge a note that they receive (81% citing it), annual income of respondents had no statistically significant association with respondents' indication that they would challenge the legal notice.
Education levels also disclosed no significant association.These results suggest that notwithstanding what respondents might say to self-report as their reasons for deciding to challenge a legal notice or not, it would seem that other factors may be more influential in their decisions either way.Certainly, knowledge of the law would likely encourage a person to challenge a notice; and, similarly, someone who spends a lot of time online or contributes heavily to social network sites and other online communities may be more motivated to challenge in order to defend a practice they do regularly (and thus feel is important).

CONCLUSION AND LIMITATIONS
Chilling effects on legal and democratic activities, online or off, as Bruce Schneier has implore, are an insidious force for conformity and are thus corrosive to "political discourse" (2015: 95-99; Deibert, 2013: 130-132) and the "democratic processes" (Parsons, 2015: 2) that lead to an "extrinsic losses of freedom" (Nissenbaum, 2009) Of course, this study also had a number of limitations.First, using an online crowdsourcing platform for recruitment means that this survey does not use randomised probability sampling (a method ideal for a representative sample) (Berg, 2009;Bryman, 2008).Rather, the strategy was purposive sampling, in that while the sample included only willing user participants (and thus introduces concerns about self-selection and sampling bias), though this is common not only to case study but also survey-based studies more generally.Indeed, the participant pool was "relatively representative" of the US internet user population and, additionally, measures were taken to strengthen the validity of findings.Future work, with more representative and probability sampling, would be optimal.Second, this case study employing an original survey, developed specifically for this research, meaning it the scales and methods used have not be "validated" by other research.But this limitation is mainly a product of the fact that there are no such validated scales or metrics to employ, especially on the comparative dimensions of chilling effects online; as noted, the survey used here was specifically designed for this research, and provides a methodological contribution as a model, template, or foundation for further studies and measures, building on, and improving, its findings and design.Third, this survey was primarily quantitative in design and employed Likert scale questions creating categorical variables.This was to allow greater ease of comparison as examining chilling effects across different scenarios with different forms of regulatory actions was a key aim; however, it also meant more qualitative data (and accompanying insights) were not obtained.A future study, focusing on these qualitative elements, would be invaluable.
No doubt, there is far more work, employing a range of methods, necessary to substantiate and explore chilling effects online.This study, however, has aimed to address existing gaps and has done so in providing both general and comparative insights, as well as a methodological design to improve upon, and employ, in new contexts."recruitment," "compensation," and "data collection" (Buhrmester, Kwang, and Gosling, 2011:3) 2. Though chilling effect research is not extensive, researchers in the related field of privacy studies have found that self-reported responses in surveys do not always reflect actual privacyrelated behavior (Harper and Singleton, 2001;Berendt et al., 2005;Acquisti, 2004;2012;Consolvo et al., 2005;Malheiros et al., 2013;boyd and Hargittai, 2014;); this is due both to the complexity and contextual nature of privacy (Acquisti, 2004) but also bad survey design, where provocative or biased questions elicit biased responses (Harper and Singleton, 2001).
Improperly designed or overly abstract hypothetical questions can lead to biased and unreliable responses (Bernheim et al., 2013;Morrison and Brown, 2009;Liljas and Blumenschein, 2000).
This case study thus employs questions with "response categories beyond simple yes and no responses", which avoids forcing respondents into unreliable commitments with dichotomous (Morrison and Brown, 2009: 310;Bernheim et al., 2013).Moreover, the scenarios themselves also avoid complexity and abstraction to minimize bias.
5. The individual is not personally targeted with a legal threat or notice, but may be "chilled" because someone in their network has been targeted (presumably they feel that they may be next).This scenario is based mainly on social network related studies showing how internet users self-censor based on factors in their online networks like their (perceived) audience (Das and Kramer, 2013) and studies showing a "contagion" or network effect in online social networks and communities, where sentiments (like a chilling effect) can spread through a network (Coviello et al., 2014).
6. Chilling effects and impact are observed but also statistically analysed.See analysis in section 5.
participate in the survey, participants were provided with a unique URL to the locate the survey hosted on the SM site and further instructions on how to ensure they would be compensated through entry of a unique 5 digit code obtained at the conclusion of the survey; this technique, used in other surveys, also provided a means to verify survey completion by each participant/user that had taken on the survey task.
11.It was also comparable to participant pools in Ross et al. (2010), Marshall andShipman (2013), andCarter et al. (2014), skewing slightly younger than the general US population and the internet user population (with the mean age approximately 30 years of age) and was well educated, with 55% of participants possessing university degrees and 88% possessing "some" university education.In short, this sample was "relatively" representative of the US internet user population (the population of interest), but retains the same biases noted in that study and subsequent ones.
12. Similarly, responses to Questions 32 and 34 indicated very nearly half (49.8%) contributed to online networks and related communities at least several times a week, with almost 16% contributing several times a day.Sharing of content respondents "personally created" was less pronounced, with 41.2% of respondents indicating "[r]arely or never" share such content, while 27% sharing such "personally created" content once a week, 21.7% answered "[s]everal times a week", 4.8% sharing "[o]nce a day" and 5.4% sharing "[s]everal times a day or more".
13.For this question, respondents could select "any" option that applied; hence, the percentages cited here do not add up to 100%.Not surprisingly, most respondents selected more than one factor being at play in a decision not to take steps to legally challenge the notice in the hypothetical scenario.
16.For the personal legal notice (scenario #3), age showed a statistically significant negative association with respondents being more careful and cautious in their online searches (γ= -0.09; p < 0.05).17.In this scenario, results showed a statistically significant and positive association between being female and, due to receiving a individualised legal threat, being less likely to discuss certain things online (γ= 0.19; Χ2 = 23.4;df = 4; p < 0.01), share online (γ= 0.13; Χ2 = 14.9; df = 4; p < 0.01), and their being more likely to be careful in their online search activities search online (γ= 0.09; p < 0.05).
18. Results showed a statistically significant and negative association between being female and being less likely to share personally created content online (γ= -0.14; p < 0.05).

Figure 1 :
Figure 1: Impact on online speech I (more or less likely to speak/write)Respondents were asked whether they would be "more likely or less likely to speak or write

Figure 2 :
Figure 2: Impact on online speech II (carefulness about speech) Respondents were asked to indicate their level of agreement with the following statement, "I would be more careful about what I say or discuss in certain contexts online" in response to each hypothetical scenario.The cumulative percentage of agreement or disagreement with the statement is mapped on the x-axis in relation to each hypothetical "chilling effect" scenario on the y-axis.

Figure 3 :
Figure 3: Impact on online search Respondents were asked to indicate their level of agreement with the following statement, "I would be more careful about what I search for online" in response to each hypothetical scenario.This chart maps the responses consistent with previous graphs.

Figure 4 :
Figure 4: Impact on online sharing (personally created content)Respondents were asked whether they would be "more likely or less likely to share content on

APPENDIX 3 :
EDUCATION LEVEL DISTRIBUTIONThe x-axis is the education level category and the y-axis is the percentage of the total sample 's Mechanical Turk provides an "open" crowdsourcing platform for "task creation,"

Table 2 −
Government online surveillance (#2): chi-square (Χ2) and gamma (γ) test results predicting respondent's willingness to discuss, search, or share content online after made aware of government online surveillance

Table 3 − Personally received legal notice/threat (#3): chi
-square (Χ2) and gamma (γ) test results predicting respondent's willingness to discuss, search, or share content online after personally receiving a threatening legal notice

Table 5 − Friend posting about receiving legal notice
/threat (#5): chi-square (Χ2) and gamma (γ) test results predicting respondents being more careful and cautious in their online speech and searches after made aware a friend has received a threatening legal notice for unauthorised/illegal downloading online . And this article has discussed the results of a new and original survey-based case study that offer strong support for the suggestion that state and non-state action, such as laws, regulations, or state actions like surveillance, can, and do, have a chilling effect on people's activities online.The study provides comparative insights as well, suggesting, not surprisingly, that greater chilling effects arise when individuals are personally targeted by legal threat (as with a DMCA notice received for content posted online)

internal validity/reliability)
. Multiple studies have canvassed Mechanical Turk's advantages for survey,