ISIS’s COVID-19 Messaging on Twitter: An Analysis of Tweet Sentiment and Emotions

Abstract

Terrorist groups have integrated social discourse into their narratives to exploit public fear. The COVID-19 pandemic has provided an opportunity to measure how ISIS modified narratives, stimulated group communication, reinforced enemy hatred, and employed new mobilization/recruitment strategies. Using Significance Quest Theory, this study examines ISIS’s Twitter activity related to COVID-19 (N = 630,201) and how the group leverages the psychological effects and the social disruption. This study employs a two-stage analysis of tweet sentiment and emotion with a statistical analysis of retweet-motivating factors to explore how ISIS manages its narrative, needs, and network. Results show content with higher negative sentiment scores had more retweets across all sample sets. Insights include deeper understanding of extremist activity and group adaptation to external changes.

Keywords

COVID-19 ISIS online extremist activity sentiment emotion Twitter

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References

Abuza

(2020, April 21). Explaining successful (and unsuccessful) COVID-19 responses in Southeast Asia. The Diplomat. Retrieved October 21, 2021, from https://thediplomat.com/2020/04/explaining-successful-and-unsuccessful-covid-19-responses-in-southeast-asia/

Ackerman

Peterson

(2020). Terrorism and COVID-19: Actual and potential impacts. Perspectives on Terrorism, 14(3), 59–73.

Al-Rawi

Groshek

(2018). Jihadist propaganda on social media: An examination of ISIS related content on Twitter. International Journal of Cyber Warfare and Terrorism, 8(4), 1–15.

American Psychological Association. (2021). Dictionary of psychology. Retrieved December 30, 2021, from https://dictionary.apa.org/emotion

Andrews

Seetharaman

(2016, February 11). Facebook steps up efforts against terrorism. The Wall Street Journal. Retrieved October 11, 2021, from https://www.wsj.com/articles/facebook-steps-up-efforts-against-terrorism-1455237595

Avis

(2020). The COVID-19 pandemic and response on violent extremist recruitment and radicalisation. K4D Helpdesk Report.

Balahur

Mihalcea

Montoyo

(2014). Computational approaches to subjectivity and sentiment analysis: Present and envisaged methods and applications. Computer Speech & Language, 28(1), 1–6.

Barker

(2009). Decoding the language of jihad. Middle East Quarterly, 16(3), 53–60.

Barrett

Berger

Ghosh

Schoenfeld

el Shawesh

Skinner

P. M.

Soufan

(2015). Foreign fighters: An updated assessment of the flow of foreign fighters into Syria and Iraq. The Soufan Group, 4. Retrieved October 21, 2021, from http://soufangroup.com/wpcontent/uploads/2015/12/TSG_ForeignFightersUpdate3.pdf

10.

Bartlett

Birdwell

King

(2010). The edge of violence: A radical approach to extremism. London: Demos.

11.

Bellinger

Kattelman

(2020, May 26). How the coronavirus increases terrorism threats in the developing world. The Conversation. Retrieved October 21, 2021, from https://theconversation.com/how-the-coronavirus-increases-terrorism-threats-in-the-developing-world-137466

12.

Berger

J. M.

Morgan

(2015). The ISIS Twitter Census: Defining and describing the population of ISIS supporters on Twitter. Center for Middle East Policy, Brookings.

13.

Bodine-Baron

Helmus

T. C.

Magnuson

Winkelman

(2016). Examining ISIS support and opposition networks on Twitter. RAND Corporation.

14.

Borum

(2011). Radicalization into violent extremism: A review of social science theories. Journal of Strategic Security, 4(4), 7–36.

15.

Callimachi

(2015, June 27). ISIS and the lonely young American. New York Times. Retrieved September 27, 2021, from https://www.nytimes.com/2015/06/28/world/americas/isis-online-recruiting-american.html?mcubz!1

16.

Carver

C. S.

(2004). Negative affects deriving from the behavioral approach system. Emotion, 4(1), 3–22.

17.

Cheng

Lee

V. C. S.

(2010). A microblogging-based approach to terrorism informatics: Exploration and chronicling civilian sentiment and response to terrorism events via Twitter. Information Systems Frontiers, 13, 45–59.

18.

Choi

K.-S.

Lee

C. S.

Cadigan

(2018). Spreading propaganda in cyberspace: Comparing cyberresource usage of Al Qaeda and ISIS. International Journal of Cybersecurity Intelligence & Cybercrime, 1(1), 21–39.

19.

Clarke

(2020, April 8). Yesterday’s terrorists are today’s public health providers. Foreign Policy. Retrieved September 27, 2021, from https://foreignpolicy.com/2020/04/08/terrorists-nonstate-ungoverned-health-providers-coronavirus-pandemic/

20.

Comerford

(2020, December 4). How have terrorist organizations responded to COVID-19? Vision of Humanity. Retrieved September 18, 2021, from https://www.visionofhumanity.org/how-have-terrorist-organisations-responded-to-covid-19/

21.

Cottee

(2015, March 2). Why it's so hard to stop ISIS propaganda. The Atlantic. Retrieved September 1, 2021, from https://www.theatlantic.com/international/archive/2015/03/why-its-so-hard-to-stop-isis-propaganda/386216/

22.

Cox

Garfield

Hamel

Muana

Chidamabaram

(2020, April 21). The implications of COVID-19 for mental health and substance use. Kaiser Family Foundation. Retrieved September 18, 2021, from https://www.kff.org/coronavirus-covid-19/issue-brief/the-implications-of-covid-19-for-mental-health-and-substance-use/

23.

Crenshaw

(1981). The causes of terrorism. Comparative Politics, 13(4), 379–399.

24.

Cunliffe

Curini

(2018). ISIS and heritage destruction: A sentiment analysis. Antiquity, 92(364), 1094–1111.

25.

Daymon

Criezis

(2020). Pandemic narratives: Pro-Islamic state media and the coronavirus. CTC Sentinel, 13(6), 26–32.

26.

Deane

Parker

Gramlich

(2021, March 5). A Year of US public opinion on the coronavirus pandemic. Pew Research Center. Retrieved September 18, 2021, from https://www.pewresearch.org/2021/03/05/a-year-of-u-s-public-opinion-on-the-coronavirus-pandemic/

27.

Doosje

Moghaddam

F. M.

Kruglanski

A. W.

De Wolf

Mann

Feddes

A. R.

(2016). Terrorism, radicalization and de-radicalization. Current Opinion in Psychology, 11, 79–84.

28.

Drouin

McDaniel

B. T.

Pater

Toscos

(2020). How parents and their children used social media and technology at the beginning of the COVID-19 pandemic and associations with anxiety. Cyberpsychology, Behavior, and Social Networking, 23(11), 727–736.

29.

Felson

Cohen

L. E.

(1980). Human ecology and crime: A routine activity approach. Human Ecology, 8(4), 389–406.

30.

George

L. S.

Park

C. L.

(2016). Meaning in life as comprehension, purpose, and mattering: Toward integration and new research questions. Review of General Psychology, 20, 205–220. https://doi.org/10.1037/gpr0000077

31.

Goodman

Schulkin

(2020, May 7). Timeline of the Coronavirus pandemic and U.S. response. Retrieved September 18, 2021, from https://www.justsecurity.org/69650/timeline-of-the-coronavirus-pandemic-and-u-s-response/

32.

Gousse-Lessard

A. S.

Vallerand

R. J.

Carbonneau

Lafrenière

M. A. K.

(2013). The role of passion in mainstream and radical behaviors: A look at environmental activism. Journal of Environmental Psychology, 35, 18–29.

33.

Hincks

(2020, April 29). With the world busy fighting COVID-19, Could ISIS mount a resurgence? Time. Retrieved September 18, 2021, from https://time.com/5828630/isis-coronavirus/

34.

Hogg

M. A.

Kruglanski

A. W.

Van den Bos

(2013). Uncertainty and the roots of extremism. Journal of Social Issues, 69, 407–418.

35.

INTERPOL (2020, December 22). INTERPOL – Terrorist groups using COVID-19 to reinforce power and influence. Retrieved September 18, 2021, from https://www.interpol.int/en/News-and-Events/News/2020/INTERPOL-Terrorist-groups-using-COVID-19-to-reinforce-power-and-influence

36.

Institute for Strategic Dialogue (2020, March 27). COVID-19 Disinformation Briefing No. 1. Retrieved from September 18, 2021, https://g8fip1kplyr33r3krz5b97d1-wpengine.netdnassl.com/wpcontent/uploads/2020/03/Briefing-Covid-19.pdf

37.

Jensen

M. A.

Seate

A. A.

James

P. A.

(2020). Radicalization to violence: A pathway approach to studying extremism. Terrorism and Political Violence, 32(5), 1067–1090.

38.

Jockers

(2015). Syuzhet: Extract sentiment and plot arcs from text.

39.

Kamans

Gordijn

E. H.

Oldenhuis

Otten

(2009). What I think you see is what you get: Influence of prejudice on assimilation to negative meta-stereotypes among Dutch Moroccan teenagers. European Journal of Social Psychology, 39, 842–851.

40.

Karadeli

(2020, June). COVID-19 and terrorist groups. International Security and Defence Journal, 16–21. Retrieved September 18, 2021, from https://euro-sd.com/wp-content/uploads/2020/06/ESD_6-20-Eurosatory-lo-res.pdf

41.

Kecmanovic

(2020, April 3). Pandemic anxiety is making us sleepless, forgetful and angry. Here are tips for coping. The Washington Post. Retrieved September 18, 2021, from https://www.washingtonpost.com/lifestyle/wellness/anxiety-coronavirus-sleep-memory-anger-focus/

42.

King

Mullins

(2021, March 4). COVID-19 and terrorism in the West: Has radicalization really gone viral? Just Security. Retrieved September 18, 2021, from https://www.justsecurity.org/75064/covid-19-and-terrorism-in-the-west-has-radicalization-really-gone-viral/

43.

Kingsley

(2014, June 23). Who is behind ISIS’s terrifying online propaganda operation? The Guardian. Retrieved September 18, 2021, from https://www.theguardian.com/world/2014/jun/23/who-behind-isis-propaganda-operation-iraq

44.

Kruglanski

A. W.

Bélanger

J. J.

Gelfand

Gunaratna

Hettiarachchi

Reinares

Orehek

Sasota

Sharvit

(2013). Terrorism—A (self) love story: Redirecting the significance quest can end violence. American Psychologist, 68(7), 559–575.

45.

Kruglanski

A. W.

Gelfand

M. J.

Bélanger

J. J.

Sheveland

Hetiarachchi

Gunaratna

(2014). The psychology of radicalization and deradicalization: How significance quest impacts violent extremism. Political Psychology, 35(Suppl 1), 69–93.

46.

Kruglanski

Jasko

Webber

Chernikova

Molinario

(2018). The making of violent extremists. Review of General Psychology, 22(1), 107–120.

47.

Kteily

Bruneau

(2017). Backlash: The politics and real-world consequences of minority group dehumanization. Personality and Social Psychology Bulletin, 43, 87–104.

48.

Lee

C. S.

Jang

(2021). Questing for justice on Twitter: Topic modeling of #StopAsianHate discourses in the wake of Atlanta shooting. Crime & Delinquency. https://doi.org/10.1177/00111287211057855.

49.

Lyons-Padilla

Gelfand

M. J.

Mirahmadi

Farooq

van Egmond

(2015). Belonging nowhere: Marginalization & radicalization risk among Muslim immigrants. Behavioral Science & Policy, 1(2), 1–12.

50.

Mansour

(2018). Social media analysis of user’s responses to terrorism using sentiment analysis and text mining. Procedia Computer Science, 140, 95–103.

51.

McCauley

Moskalenko

(2008). Mechanisms of political radicalization: Pathways toward terrorism. Terrorism and Political Violence, 20(3), 415–433.

52.

McGregor

Zanna

M. P.

Holmes

J. G.

Spencer

S. J.

(2001). Compensatory conviction in the face of personal uncertainty: Going to extremes and being oneself. Journal of Personality and Social Psychology, 80, 472–488.

53.

Mohammad

S. M.

(2021). Sentiment analysis: Automatically detecting valence, emotions, and other affectual states from text. In Meiselman

H. L.

(Ed.), Emotion measurement (pp. 323–379). Woodhead Publishing.

54.

Naji

A. B.

(2004). The management of savagery: The most critical stage through which the umma will pass. John M. Olin Institute for Strategic Studies at Harvard University.

55.

Nelson

J. F.

(1980). Multiple victimization in American cities: A statistical analysis of rare events. American Journal of Sociology, 85(4), 870–891.

56.

Organisation for Economic Co-operation and Development (2020, March 31). COVID-19 protecting people and societies. OECD. Retrieved September 8, 2021, from https://www.oecd.org/coronavirus/policy-responses/covid-19-protecting-people-and-societies-e5c9de1a/

57.

Pauwels

(2020, April 29). How Europe’s terrorists take advantage of the pandemic. EU Observer. Retrieved September 2, 2021, from https://euobserver.com/opinion/148173

58.

Perry

Bassam

(2020, March 25). Hezbollah deploys medics, hospitals against coronavirus in Lebanon. Reuters. Retrieved September 8, 2021, from https://www.reuters.com/article/us-health-coronavirus-hezbollah/hezbollah-deploys-medics-hospitals-against-coronavirus-in-lebanon-idUSKBN21C3R7

59.

Proulx

Inzlicht

(2012). The five “A” s of meaning maintenance: Finding meaning in the theories of sense-making. Psychological Inquiry, 23, 317–335.

60.

Rip

Vallerand

R. J.

Lafrenière

M. A. K.

(2012). Passion for a cause, passion for a creed: On ideological passion, identity threat, and extremism. Journal of Personality, 80, 573–602.

61.

Sageman

(2004). Understanding terror networks. University of Pennsylvania Press.

62.

Sageman

(2008). Leaderless jihad: Terror networks in the twenty-first century. University of Pennsylvania Press.

63.

Sailunaz

Alhajj

(2019). Emotion and sentiment analysis from Twitter text. Journal of Computational Science, 36, 101003.

64.

Schaub

(2020, June 9). The role of state-supported disinformation in the wake of COVID-19. PRIO Blogs. Retrieved October 15, 2021, from https://blogs.prio.org/2020/06/the-role-of-state-supported-disinformation-in-the-wake-of-covid-19/

65.

Scheffer

(2020, April 22). Is it a crime to mishandle a public health response? Council on foreign relations. Retrieved July 2, 2021, from https://www.cfr.org/article/it-crime-mishandle-public-health-response

66.

Shah

J. Y.

Friedman

Kruglanski

A. W.

(2002). Forgetting all else: On the antecedents and consequences of goal shielding. Journal of Personality and Social Psychology, 83, 1261–1280. https://doi.org/10.1037/0022-3514.83.6.1261

67.

Shehab

(2020, April 27). Islamist hate preacher warns Muslims to arm themselves amid Coronavirus threats. JNS. Retrieved October 15, 2021, from https://www.jns.org/opinion/islamist-hate-preacher-warns-muslims-to-arm-themselves-amid-coronavirus-threats/

68.

Shumukh Instigation Workshop (n.d.). Journalist, you’re a Jihadist. Retrieved October 15, 2021, from https://archive.org/details/OhMediaCorrespondent. . .YouAreAMujahid

69.

Simon

Helter

T. M.

White

R. G.

van der Boor

Łaszewska

(2021). Impacts of the Covid-19 lockdown and relevant vulnerabilities on capability well-being, mental health and social support: An Austrian survey study. BMC Public Health, 21(1), 1–12.

70.

Smith

H. J.

Pettigrew

T. F.

Pippin

G. M.

Bialosiewicz

(2012). Relative deprivation: A theoretical and meta-analytic review. Personality and Social Psychology Review, 16, 203–232.

71.

Tajfel

Turner

J. C.

(1986). The social identity theory of intergroup behavior. In Jost

J. T.

Sidanius

(Eds.), Political psychology: Key readings (pp. 276–293). Psychology Press.

72.

Victoroff

Adelman

J. R.

Matthews

(2012). Psychological factors associated with support for suicide bombing in the Muslim diaspora. Political Psychology, 33(6), 791–809.

73.

Wallach

Myers

(2020, March 31). The federal government’s coronavirus response – Public health timeline. Brookings. Retrieved June 20, 2021, from https://www.brookings.edu/research/the-federal-governments-coronavirus-actions-and-failures-timeline-and-themes/

74.

Weimann

(2010). Terror on Facebook, Twitter, and YouTube. The Brown Journal of World Affairs, 16(2), 45–54.

75.

Williams

M. L.

Burnap

(2016). Cyberhate on social media in the aftermath of Woolwich: A case study in computational criminology and big data. British Journal of Criminology, 56(2), 211–238.

76.

Winkelmann

(2008). Econometric analysis of count data. Springer Science & Business Media.

77.

Wright

(2006, September 11). The Master Plan: For the new theorists of jihad, Al Qaeda is just the beginning. The New Yorker. Retrieved October 15, 2021, from http://www.newyorker.com/magazine/2006/09/11/the-master-plan?currentPage=all

78.

Yang

Counts

(2010). Predicting the speed, scale, and range of information diffusion in Twitter Proceedings of the International AAAI Conference on Web and Social Media, 4(1), 355–358.

79.

Yiğitalp

(2020, October 22). ISIS religious and extremist propaganda on social media: Dictionary-based study of Twitter. Small Wars Journal. Retrieved October 15, 2021, from https://smallwarsjournal.com/jrnl/art/isis-religious-and-extremist-propaganda-social-media-dictionary-based-study-twitter

80.

Zhang

Ghosh

Dekhil

Hsu

Liu

(2011). Combining lexicon-based and learning-based methods for Twitter sentiment analysis. HP Laboratories.