Journal Home > Volume 2 , Issue 4

Starting with Philip E. Agre’s 1997 essay on “critical technical practice”, we consider examples of writings from computer science where authors describe “waking up” from a previously narrow technical approach to the world, enabling them to recognize how their previous efforts towards social change had been ineffective. We use these examples first to talk about the underlying assumptions of a technology-centric approach to social problems, and second to theorize these awakenings in terms of Paulo Freire’s idea of critical consciousness. Specifically, understanding these awakenings among technical practitioners as examples of this more general phenomenon gives guidance for how we might encourage and guide critical awakenings in order to get more technologists working effectively towards positive social change.


menu
Abstract
Full text
Outline
About this article

Critical Technical Awakenings

Show Author's information Maya Malik1Momin M. Malik2( )
School of Social Work, McGill University, Montréal, H3A 0G4, Canada
Institute in Critical Quantitative, Computational, & Mixed Methodologies, Johns Hopkins University, Baltimore, MD 21218, USA

Abstract

Starting with Philip E. Agre’s 1997 essay on “critical technical practice”, we consider examples of writings from computer science where authors describe “waking up” from a previously narrow technical approach to the world, enabling them to recognize how their previous efforts towards social change had been ineffective. We use these examples first to talk about the underlying assumptions of a technology-centric approach to social problems, and second to theorize these awakenings in terms of Paulo Freire’s idea of critical consciousness. Specifically, understanding these awakenings among technical practitioners as examples of this more general phenomenon gives guidance for how we might encourage and guide critical awakenings in order to get more technologists working effectively towards positive social change.

Keywords: machine learning, education, critical technical practice, critical consciousness, perspective transformation

References(91)

1
P. E. Agre, Toward a critical technical practice: Lessons learned in trying to reform AI, in Bridging the Great Divide: Social Science, Technical Systems, and Cooperative Work, G. Bowker, L. Star, B. Turner, and L. Gasser, eds. Mahwah, NJ, USA: Lawrence Erlbaum Associates, Inc., 1997, pp. 131–157.
2
B. Green, The contestation of tech ethics: A sociotechnical approach to technology ethics in practice, Journal of Social Computing, doi: 10.23919/JSC.2021.0018.
DOI
3
L. Hu, Tech ethics: Speaking ethics to power, or power speaking ethics? Journal of Social Computing, doi: 10.23919/JSC.2021.0033.
DOI
4
S. B. Merriam and L. M. Baumgartner, Transformational learning, in Learning in Adulthood: A Comprehensive Guide, 4th edition, S. B. Merriam and L. M. Baumgartner, eds. Hoboken, NJ, USA: Wiley, 2020, pp. 166–195.
5
D. A. Henhawk, My critical awakening: A process of struggles and decolonizing hope, International Review of Qualitative Research, doi: 10.1525/irqr.2013.6.4.510.
DOI
6
J. Prada, The critical awakening of a pre-service teacher in a Spanish graduate program: A phenomenology of translanguaging as pedagogy and as content, International Journal of Bilingual Education and Bilingualism, doi: 10.1080/13670050.2021.1881945.
DOI
7
E. G. Guba and Y. S. Lincoln, Paradigmatic controversies, contradictions, and emerging confluences, in The SAGE Handbook of Qualitative Research, N. K. Denzin and Y. S. Lincoln, eds. London, UK: SAGE, 2005, pp. 191–215.
8
B. Green, Data science as political action: Grounding data science in a politics of justice, Journal of Social Computing, doi: 10.23919/JSC.2021.0029.
DOI
9
M. L. Jones, How we became instrumentalists (again): Data positivism since World War II, Historical Studies in the Natural Sciences, doi: 10.1525/hsns.2018.48.5.673.
DOI
10
E. Morozov, To Save Everything, Click Here: The Folly of Technological Solutionism. New York, NY, USA: Public Affairs, 2013.
11
K. Toyama, Geek Heresy: Rescuing Social Change from the Cult of Technology. New York, NY, USA: Public Affairs, 2015.
12
M. Broussard, Artificial Unintelligence: How Computers Misunderstand the World. Cambridge, MA, USA: MIT Press, 2018.https://doi.org/10.7551/mitpress/11022.001.0001
DOI
13
B. Green, The Smart Enough City: Putting Technology in Its Place to Reclaim Our Urban Future. Cambridge, MA, USA: MIT Press, 2019.https://doi.org/10.7551/mitpress/11555.001.0001
DOI
14
J. Bricmont and A. Sokal, Science and sociology of science: Beyond war and peace, in The One Culture? A Conversation about Science, J. A. Labinger and H. Collins, eds. Chicago, IL, USA: The University of Chicago Press, 2001, pp. 27–47.https://doi.org/10.7208/chicago/9780226467245.003.0003
DOI
15
T. M. Porter, Thin description: Surface and depth in science and science studies, Osiris, doi: 10.1086/667828.
DOI
16
G. Edmond and D. Mercer, Anti-social epistemologies, Social Studies of Science, doi: 10.1177/0306312706067900.
DOI
17
M. Lynch, From ruse to farce, Social Studies of Science, doi: 10.1177/0306312706067897.
DOI
18
M. Nanda, Prophets Facing Backward: Postmodern Critiques of Science and Hindu Nationalism in India. New Brunswick, NJ, USA: Rutgers University Press, 2003.
19
H. M. Collins, Son of seven sexes: The social destruction of a physical phenomenon, Social Studies of Science, doi: 10.1177/030631278101100103.
DOI
20
T. H. Kuhn, The Structure of Scientific Revolutions, 3rd ed. Chicago, IL, USA: The University of Chicago Press, 1996.
21
P. Rogaway, The moral character of cryptographic work, https://web.cs.ucdavis.edu/~rogaway/papers/moral-fn.pdf, 2015.
22
D. J. Watts, The “new” science of networks, Annual Review of Sociology, doi: 10.1146/annurev.soc.30.020404.104342.
DOI
23
C. A. Hidalgo, Disconnected, fragmented, or united? A trans-disciplinary review of network science, Applied Network Science, doi: 10.1007/s41109-016-0010-3.
DOI
24
H. Wallach, Computational social science ≠ computer science + social data, Communications of the ACM, doi: 10.1145/3132698.
DOI
25
H. Wallach, Navigating the broader impacts of machine learning research, Medium, https://hannawallach.medium.com/navigating-the-broader-impacts-of-machine-learning-research-f2d72a37a5b, 2021.
26
S. E. Toulmin, Does the distinction between normal and revolutionary science hold water? in Criticism and the Growth of Knowledge, I. Lakatos and A. Musgrave, eds. Cambridge, UK: Cambridge University Press, 1970, pp. 39–48.https://doi.org/10.1017/CBO9781139171434.005
DOI
27
J. Mezirow, Perspective transformation, Adult Education Quarterly, doi: 10.1177/074171367802800202.
DOI
28
J. Mezirow, Learning to think like an adult: Core concepts of transformation theory, in The Handbook of Transformative Learning: Theory, Research and Practice, E. W. Taylor and P. Cranton, eds. San Francisco, CA, USA: Jossey-Bass, 2012, pp. 73–95.
29
E. W. Taylor, Building upon the theoretical debate: A critical review of the empirical studies of Mezirow’s transformative learning theory, Adult Education Quarterly, doi: 10.1177/074171369704800104.
DOI
30
V. Sheared, Giving voice: An inclusive model of instruction—a womanist perspective, New Directions for Adult and Continuing Education, doi: 10.1002/ace.36719946105.
DOI
31
E. W. Taylor, Making meaning of the varied and contested perspectives of transformative learning, in Proceedings of the Sixth International Conference on Transformative Learning, D. Vlosak, G. Kielbaso, and J. Radford, eds. East Lansing, MI, USA: Michigan State University, 2005, pp. 459–464.
32
E. W. Taylor and M. J. Snyder, A critical review of research on transformative learning theory, 2006–2010, in The Handbook of Transformative Learning: Theory, Research and Practice, E. W. Taylor and P. Cranton, eds. San Francisco, CA, USA: Jossey-Bass, 2012, pp. 37–55.
33
J. Mezirow, A critical theory of adult learning and education, Adult Education Quarterly, doi: 10.1177/074171368103200101.
DOI
34
A. Jemal, Critical consciousness: A critique and critical analysis of the literature, The Urban Review, doi: 10.1007/s11256-017-0411-3.
DOI
35
P. Freire, Pedagogy of the Oppressed. New York, NY, USA: Continuum, 1970.
36
S. B. Merriam and G. Ntseane, Transformational learning in Botswana: How culture shapes the process, Adult Education Quarterly, doi: 10.1177/0741713608314087.
DOI
37
J. Johnson-Bailey, Sistahs in College: Making a Way Out of No Way. Malabar, FL, USA: Krieger Publishing, 2001.
38
B. Christian, The race for theory, Cultural Critique, doi: 10.2307/1354255.
DOI
39
H. Trbušić, Engineering in the community: Critical consciousness and engineering education, Interdisciplinary Description of Complex Systems, doi: 10.7906/indecs.12.2.1.
DOI
40
A. Boal, Theatre of the Oppressed. New York, NY, USA: Theatre Communications Group, 1993.
41
K. Jokikokko, The role of significant others in the intercultural learning of teachers, Journal of Research in International Education, doi: 10.1177/1475240909105202.https://doi.org/10.1177/1475240909105202
DOI
42

B. de Sousa Santos, Public sphere and epistemologies of the South, Africa Development, vol. 37, no. 1, pp. 43–67, 2012.

43
B. de Sousa Santos, Epistemologies of the South: Justice Against Epistemicide. New York, NY, USA: Routledge, 2014.
44
S. Wynter, No humans involved: An open letter to my colleagues, in Forum N. H. I. : Knowledge for the 21st Century. Stanford, CA, USA: Giant Horse, Inc., 1994, pp. 42–71.
45
S. Wynter, Unsettling the coloniality of being/power/truth/freedom: Towards the human, after man, its overrepresentation—an argument, CR: The New Centennial Review, doi: 10.1353/ncr.2004.0015.
DOI
46
B. Rusert, Fugitive Science: Empiricism and Freedom in Early African American Culture. New York, NY, USA: NYU Press, 2017.https://doi.org/10.18574/nyu/9781479885688.001.0001
DOI
47
M. Graham, The ethics of care, Black women and the social professions: Implications of a new analysis, Ethics and Social Welfare, doi: 10.1080/17496530701450372.
DOI
48
L. Bass, Fostering an ethic of care in leadership: A conversation with five African American women, Advances in Developing Human Resources, doi: 10.1177/1523422309352075.
DOI
49
O. Hankivsky, Rethinking care ethics: On the promise and potential of an intersectional analysis, American Political Science Review, doi: 10.1017/S0003055414000094.
DOI
50
P. Raghuram, Race and feminist care ethics: Intersectionality as method, Gender, Place & Culture, doi: 10.1080/0966369X.2019.1567471.
DOI
51
M. Lane, “For real love”: How Black girls benefit from a politicized ethic of care, International Journal of Education Reform, doi: 10.1177/105678791802700303.
DOI
52
L. Bass, When care trumps justice: The operationalization of Black feminist caring in educational leadership, International Journal of Qualitative Studies in Education, doi: 10.1080/09518398.2011.647721.
DOI
53
b. hooks, Love as the practice of freedom, in Outlaw Culture: Resisting Representations. b. hooks, ed. New York, NY, USA: Routledge, 1994, pp. 243–250.
54
b. hooks, All About Love: New Visions. New York, NY, USA: Harper, 2000.
55
P. H. Collins, Black Feminist Thought: Knowledge, Consciousness, and the Politics of Empowerment, 2nd ed. New York, NY, USA: Routledge, 2000.
56
A. D. Selbst, d. m. boyd, S. A. Friedler, S. Venkatasubramanian, and J. Vertesi, Fairness and abstraction in sociotechnical systems, in Proceedings of the Conference on Fairness, Accountability, and Transparency (FAT* ’19), Atlanta, GA, USA, 2019, pp. 59–68.https://doi.org/10.1145/3287560.3287598
DOI
57
E. J. Dixon-Román, Diffractive possibilities: Cultural studies and quantification, Transforming Anthropology, doi: 10.1111/traa.12074.
DOI
58

J. Masís, Making AI philosophical again: On Philip E. Agre’s legacy, Continent, vol. 4, no. 1, pp. 58–70, 2014.

59
P. Sengers and G. Hertz, Critical technical practice and critical making: Phoebe Sengers in conversation with Garnet Hertz, in Conversations in Critical Making, G. Hertz, ed. CTheory Books, 2015, pp. 9–20.
60
K. Boehner, S. David, J. Kaye, and P. Sengers, Critical technical practice as a methodology for values in design, presented at CHI 2005 Workshop on Quality, Values, and Choices, Portland, OR, USA, 2005.
61
P. Dourish, J. Finlay, P. Sengers, and P. Wright, Reflective HCI: Towards a critical technical practice, presented at CHI ’04 Extended Abstracts on Human Factors in Computing Systems, Vienna, Austria, 2004.https://doi.org/10.1145/985921.986203
DOI
62
R. Albergotti, He predicted the dark side of the Internet 30 years ago. Why did no one listen? Philip Agre, a computer scientist turned humanities professor, was prescient about many of the ways technology would impact the world, Washington Post, Aug 2021.
63
L. Stark, Apologos: A lightweight design method for sociotechnical inquiry, Journal of Social Computing, doi: 10.23919/JSC.2021.0028.
DOI
64
J. U. Korn, Connecting race to ethics related to technology: A call for critical tech ethics, Journal of Social Computing, doi: 10.23919/JSC.2021.0026.
DOI
65

R. Ochigame, Informatics of the oppressed, Logic, vol. 11, pp. 53–74, 2020.

66
K. Mayer and M. M. Malik, Critical data scientists at work: Summary report of the ICWSM-2019 Workshop on Critical Data Science, presented at the Thirteenth International AAAI Conference on Web and Social Media (ICWSM-2019), Munich, Germany, 2019.
67
G. Payne and J. Payne, Positivism and realism, in Key Concepts in Social Research. London, UK: SAGE Publications, 2004, pp. 171–174.https://doi.org/10.4135/9781849209397
DOI
68
R. Rabaka, Forms of Fanonism: Frantz Fanon’s Critical Theory and the Dialectics of Decolonization. Lanham, MD, USA: Lexington Books, 2011.
69
B. Fay, Critical Social Science: Liberation and Its Limits. Ithaca, NY, USA: Cornell University Press, 1987.
70
B. Barnes and D. Bloor, Relativism, rationalism and the sociology of knowledge, in Rationality and Relativism, M. Hollis and S. Lukes, eds. Oxford, UK: Basil Blackwell, 1982, pp. 21–47.
71
S. Shapin and S. Schaffer, Leviathan and the Air-Pump: Hobbes, Boyle, and the Experimental Life. Princeton, NJ, USA: Princeton University Press, 1985.
72
L. S. Clark, Critical theory and constructivism, Media, Culture and Meaning site, Center for Mass Media, School of Journalism and Mass Communication, University of Colorado, https://web.archive.org/web/20051201184243/http://www.colorado.edu/journalism/mcm/qmr-crit-theory.htm, 1999.
73
I. Hacking, The Social Construction of What? Cambridge, MA, USA: Harvard University Press, 1999.
74
P. E. Agre, Notes and recommendations for 12 July 2000, Red Rock Eater Newsletter, https://pages.gseis.ucla.edu/faculty/agre/notes/00-7-12.html, 2000.
75
L. Wittgenstein, Philosophical Investigations. Oxford, UK: Wiley-Blackwell, 1953.
76
O. H. Jara, Popular education and social change in Latin America, Community Development Journal, doi: 10.1093/cdj/bsq022.
DOI
77
L. Kane, Popular Education and Social Change in Latin America. London, UK: Latin American Bureau, 2001.https://doi.org/10.3362/9781909014848
DOI
78
L. A. Hadfield, Liberation and Development: Black Consciousness Community Programs in South Africa. East Lansing, MI, USA: Michigan State University Press, 2016
79
F. Fanon, Black Skin, White Masks. New York, NY, USA: Grove Press, 1952.
80
N. C. Gibson, ed., Decolonizing Madness: The Psychiatric Writings of Frantz Fanon. New York, NY, USA: Palgrave Macmillan, 2014.
81
N. C. Gibson, Decolonizing madness: The psychiatric writings of Frantz Fanon, in Fanon, Phenomenology, and Psychology, L. Laubscher, D. Hook, and M. U. Desai, eds. New York, NY, USA: Routledge, 2021.https://doi.org/10.4324/9781003037132-3
DOI
82
P. Freire, Education for Critical Consciousness. New York, NY, USA: Seabury Press, 1974.
83
P. Freire, Education, the Practice of Freedom. London, UK: Writers and Readers Publishing Cooperative, 1976.
84
T. J. L. Belle, From consciousness raising to popular education in Latin America and the Caribbean, Comparative Education Review, doi: 10.1086/446677.https://doi.org/10.1086/446677
DOI
85
K. Sarachild, Consciousness-raising: A radical weapon, in Feminist evolution, K. Sarachild, ed. New York, NY, USA: Random House, 1978, pp. 144–150.
86
A. Darder, Conscientizaçao: Awakening critical consciousness, in Freire and Education, A. Darder, ed. New York, NY, USA: Routledge, 2015, pp. 80–132.https://doi.org/10.4324/9780203109021
DOI
87
J. Cammarota and M. Fine, Revolutionizing Education: Youth Participatory Action Research. New York, NY, USA: Routledge, 2007.
88
N. Wallerstein and B. Duran, The theoretical, historical, and practice roots of CBPR, in Community-Based Participatory Research for Health: Advancing Social and Health Equity, N. Wallerstein, B. Duran, J. Oetzel, and M. Minkler, eds. San Francisco, CA, USA: Jossey Bass, 2008, pp. 25–46.
89
P. C. Salzman, On reflexivity, American Anthropologist, doi: 10.1525/aa.2002.104.3.805.
DOI
90
J. Heron and P. Reason, A participatory inquiry paradigm, Qualitative Inquiry, doi: 10.1177/107780049700300302.
DOI
91
F. Baum, C. MacDougall, and D. Smith, Participatory action research, Journal of Epidemiology and Community Health, doi: 10.1136/jech.2004.028662.
DOI
Publication history
Copyright
Acknowledgements
Rights and permissions

Publication history

Received: 20 May 2021
Revised: 07 December 2021
Accepted: 08 December 2021
Published: 30 January 2022
Issue date: December 2021

Copyright

© The author(s) 2021

Acknowledgements

Acknowledgment

Thanks to two anonymous reviewers for great feedback and pointing us to some relevant literature, and Ben Green both for fantastic continuous comments and for corralling and managing this special issue.

Rights and permissions

The articles published in this open access journal are distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/).

Return