Skip to main content
Log in

The QWERTY keyboard from the perspective of the Collingridge dilemma: lessons for co-construction of human-technology

  • OPEN FORUM
  • Published:
AI & SOCIETY Aims and scope Submit manuscript

Abstract

According to the Collingridge dilemma, technology is easy to control when its consequences are not yet manifest; once they appear, the technology is difficult to control. This article examines the development of keyboard layout design from the perspective of the Collingridge dilemma. For this purpose, unlike related studies that focus on a limited period of time, the history of keyboard development is explored from the invention of the typewriter and the QWERTY to brain–computer interfaces. Today, there is no mechanical problem of the typewriter for which the QWERTY was designed. On the other hand, better layouts have been designed for various situations so far, that can be easily implemented especially on virtual keyboards, but QWERTY has not been replaced. The present study shows how various factors as heterogeneous engineering have shaped QWERTY, prevented the prevalence of superior layouts, and led to Lock-in. Then, unlike other studies related to the Collingridge dilemma, which provide a qualitative description of it, a quantitative description is proposed that helps to better understand the Collingridge dilemma and Lock-in. Finally, the case study of the QWERTY keyboard illustrates that the theory of human-technology co-construction can provide a more comprehensive explanation of technology development, while the Collingridge dilemma can better provide some details of technology development.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Notes

  1. Some scholars insist that the QWERTY keyboard layout is not optimal due to path dependence and lock-in (David 1985; Arthur 1989). Some scholars, studying competing with its most important alternative, believe that QWERTY was a rational choice (Liebowitz and Margolis 1990; Liebowitz and Margolis 2012; Kay 2013). Some believed that the market always manages to solve the QWERTY problem (Hossain and Morgan 2009). Others distinguished and formulated related types of dynamic processes including path-dependent processes (Jackson and Kollman 2012; Dolfsma and Leydesdorff 2009). Also, subsequent efforts have been made to find an intermediate solution between the two extremes: path dependence is a myth and path dependence has vast implications (Vergne 2013).

  2. Later with the advent of the computer age, various types of the QWERTY keyboard were developed (Moore and Swales 2011; Tyneski and Griffin 2006). Among them, QWERTZ in Central Europe, AZERTY in France, and QZERTY in Italy can be mentioned. But these keyboards have limited use.

  3. Recent advances have been made in BCIs that transfer information to the computer simply by imagining the handwriting. This will remove the keyboards, either virtual or physical (Willett et al. 2021).

  4. The term QWERTY effect is also used in other senses (see e.g. Vergne 2013; Hossain and Morgan 2009; Moro 2011).

  5. For more information on lock-in types and typical mechanisms, see Kotilainen et al. (2019).

  6. As already mentioned in two places in the text (competition between Dvorak and QWERTY, and competition between Linotype and QWERTY), there can be cases where the lock-in is chosen deliberately and consciously.

  7. Everyday cyborgs are “persons with replacements and augmentations ranging from the simple to the extraordinarily complex, for example, artificial joint replacements, implanted devices such as pacemakers and the total artificial heart, and limb prostheses” (Quigley and Ayihongbe 2018). We are “cyborgs not in the merely superficial sense of combining flesh and wires but in the more profound sense of being human-technology symbionts: thinking and reasoning systems whose minds and selves are spread across biological brain and nonbiological circuitry” (Clark 2003).

  8. This paper focuses on the explanation of lock-in and its prediction, and escaping lock-in is beyond the scope of this study. For the latter, see Cowan and Hultén (1996), and Kotilainen et al. (2019).

References

  • Antonietti A, Balachandran P, Hossaini A, Hu Y, Valeriani D (2021) The BCI Glossary: a first proposal for a community review. Brain-Comput Interfaces 8(3):42–53

    Article  Google Scholar 

  • Arthur WB (1989) Competing technologies, increasing returns, and lock-in by historical events. Econ J 99(394):116–131

    Article  Google Scholar 

  • Bayus BL, Erickson G, Jacobson R (2003) The financial rewards of new product introductions in the personal computer industry. Manag Sci 49(2):197–210. https://doi.org/10.1287/mnsc.49.2.197.12741

    Article  Google Scholar 

  • Bevan S (2015) Economic impact of musculoskeletal disorders (MSDs) on work in Europe. Best Pract Res Clin Rheumatol 29(3):356–373

    Article  Google Scholar 

  • Bi X, Smith BA, Zhai S (2010) Quasi-qwerty soft keyboard optimization. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems

  • Bijker WE, Hughes TP, Pinch TJ (eds) (1989) The social construction of technological systems. MIT Press, Cambridge

    Google Scholar 

  • Boczkowski PJ (2004) The mutual shaping of technology and society in videotex newspapers: beyond the diffusion and social shaping perspectives. Inf Soc 20(4):255–267

    Article  Google Scholar 

  • Casasanto D, Jasmin K, Brookshire G, Gijssels T (2014) The QWERTY effect: how typing shapes word meanings and baby names. In: Proceedings of the Annual Meeting of the Cognitive Science Society, 36(36), pp 296–301

  • Cecotti H (2011) Spelling with non-invasive brain-computer interfaces–current and future trends. J Physiol Paris 105(1–3):106–114

    Article  Google Scholar 

  • Cha J-M, Choi E, Lim J (2015) Virtual sliding QWERTY: a new text entry method for smartwatches using Tap-N-Drag. Appl Ergon 51:263–272

    Article  Google Scholar 

  • Clark A (2003) Natural-born cyborgs: minds, technologies, and the future of human intelligence. Oxford University Press

    Google Scholar 

  • Collingridge D (1980) The social control of technology. Martin’s Press, St

    Google Scholar 

  • Collingridge D (1992) The management of scale: big organizations, big decisions, big mistakes. Routledge

    Google Scholar 

  • Cothran A, Mason GE (1978) The typewriter: time-tested tool for teaching reading and writing. Elem Sch J 78(3):171–173

    Article  Google Scholar 

  • Cowan R (1990) Nuclear power reactors: a study in technological lock-in. J Econ Hist 50(3):541–567

    Article  Google Scholar 

  • Cowan R, Gunby P (1996) Sprayed to death: path dependence, lock-in and pest control strategies. Econ J 106(436):521–542

    Article  Google Scholar 

  • Cowan R, Hultén S (1996) Escaping lock-in: the case of the electric vehicle. Technol Forecast Soc Change 53(1):61–79

    Article  Google Scholar 

  • Cusumano MA, Mylonadis Y, Rosenbloom RS (1992) Strategic maneuvering and mass-market dynamics: the triumph of VHS over Beta. Bus Hist Rev 66(1):51–94

    Article  Google Scholar 

  • David PA (1985) Clio and the economics of QWERTY. Am Econ Rev 75(2):332–337

    Google Scholar 

  • David PA (1997) Path dependence and the quest for historical economics: One more chorus of the ballad of QWERTY. Discussion Papers in Economic and Social History, 20. Nuffield College, University of Oxford, Oxford, England

  • David PA, Bunn JA (1988) The economics of gateway technologies and network evolution: lessons from electricity supply history. Inf Econ Policy 3(2):165–202

    Article  Google Scholar 

  • Davies M (2010) Women’s place is at the typewriter. Temple University Press

    Google Scholar 

  • Dell’Amico M, Diaz JCD, Iori M, Montanari R (2009) The single-finger keyboard layout problem. Comput Oper Res 36(11):3002–3012

    Article  MATH  Google Scholar 

  • Dodgson M, Gann DM, Salter A (2008) The management of technological innovation: strategy and practice. Oxford University Press on Demand

    Google Scholar 

  • Dolfsma W, Leydesdorff L (2009) Lock-in and break-out from technological trajectories: modeling and policy implications. Technol Forecast Soc Change 76(7):932–941

    Article  Google Scholar 

  • Dvorak A (1943) There is a better typewriter keyboard. Natl Bus Educ Quar 12(2):51–58 (66)

    Google Scholar 

  • Dvorak A, Merrick NL, Dealey WL, Ford GC (1936) Typewriting behavior. American Book Co

    Google Scholar 

  • Farwell LA, Donchin E (1988) Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. Electroencephalogr Clin Neurophysiol 70(6):510–523

    Article  Google Scholar 

  • Feenberg A (2010) Ten paradoxes of technology. Techné Res Philos Technol 14(1):3–15

    Article  Google Scholar 

  • Fouquet R (2016) Path dependence in energy systems and economic development. Nat Energy 1(8):1–5

    Article  Google Scholar 

  • Foxon TJ (2014) Technological lock-in and the role of innovation. In: Atkinson G, Dietz S, Neumayer E (eds) Handbook of sustainable development. Edward Elgar Publishing, Cheltenham, pp 140–152

    Google Scholar 

  • Garcia D, Strohmaier M (2016) The QWERTY Effect on the Web: How Typing Shapes the Meaning of Words in Online Human-Computer Interaction. In: Proceedings of the 25th International Conference on World Wide Web, https://doi.org/10.1145/2872427.2883019

  • Genus A, Stirling A (2018) Collingridge and the dilemma of control: towards responsible and accountable innovation. Res Policy 47(1):61–69

    Article  Google Scholar 

  • Gormley J, Fager SK (2020) Preference and visual cognitive processing demands of alphabetic and QWERTY keyboards of individuals with and without brain injury. Assist Technol 34:1–11

    Google Scholar 

  • Greene PD (2001) Handheld computers as tools for writing and managing field data. Field Methods 13(2):181–197

    Article  Google Scholar 

  • Gulizia S (2014) Ruscelli’s book of secrets in context: a sixteenth-century venetian ‘museum in motion.’ Societate Si Politica 8(2):8–22

    Google Scholar 

  • Gutiérrez D, Ramírez-Moreno MA, Lazcano-Herrera A (2015) Assessing the acquisition of a new skill with electroencephalography. In: 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)

  • Hawkins TR, Singh B, Majeau-Bettez G, Strømman AH (2013) Comparative environmental life cycle assessment of conventional and electric vehicles. J Ind Ecol 17(1):53–64

    Article  Google Scholar 

  • Heidegger M (1998) Parmenides. Indiana University Press

    Google Scholar 

  • Hemphill TA (2020) The innovation governance dilemma: alternatives to the precautionary principle. Technol Soc 63:101381

    Article  Google Scholar 

  • Herkimer County Historical Society (1923) The story of the typewriter: 1873–1923. Andrew H. Kellogg

    Google Scholar 

  • Hofmann B (2020) Progress bias versus status quo bias in the ethics of emerging science and technology. Bioethics 34(3):252–263

    Article  Google Scholar 

  • Hoke D (1979) The woman and the typewriter: a case study in technological innovation and social change. Bus Econ Hist 76–88

  • Holopainen M, Toivonen M (2012) Weak signals: Ansoff today. Futures 44(3):198–205

    Article  Google Scholar 

  • Hong J, Heo S, Isokoski P, Lee G (2015) SplitBoard: a simple split soft keyboard for wristwatch-sized touch screens. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems

  • Hossain T, Morgan J (2009) The quest for QWERTY. Am Econ Rev 99(2):435–440

    Article  Google Scholar 

  • Hughes TP (1994) Technological momentum. In: Smith MR, Marx L (eds) Does technology drive history? The dilemma of technological determinism. MIT Press, pp 101–113

    Google Scholar 

  • Hwang H-J, Lim J-H, Jung Y-J, Choi H, Lee SW, Im C-H (2012) Development of an SSVEP-based BCI spelling system adopting a QWERTY-style LED keyboard. J Neurosci Methods 208(1):59–65

    Article  Google Scholar 

  • Ihde D, Malafouris L (2019) Homo faber revisited: postphenomenology and material engagement theory. Philos Technol 32(2):195–214

    Article  Google Scholar 

  • Jackson JE, Kollman K (2012) Modeling, measuring, and distinguishing path dependence, outcome dependence, and outcome independence. Polit Anal 20(2):157–174

    Article  Google Scholar 

  • Jasmin K, Casasanto D (2012) The QWERTY effect: how typing shapes the meanings of words. Psychon Bull Rev 19(3):499–504

    Article  Google Scholar 

  • Joyce BG, Moxley RA (1989) Comparing children's typing skills using the Dvorak and QWERTY keyboards on a microcomputer

  • Kafaee M, Kheirkhah MT, Balali R, Gharibzadeh S (2021) Conflict of interest as a cognitive bias. Account Res 29:1–18

    Google Scholar 

  • Kahneman D (2011) Thinking, fast and slow. Macmillan

    Google Scholar 

  • Katyal E, Singla R (2021) EEG-based hybrid QWERTY mental speller with high information transfer rate. Med Biol Eng Comput 59(3):633–661

    Article  Google Scholar 

  • Kay NM (2013) Rerun the tape of history and QWERTY always wins. Res Policy 42(6–7):1175–1185

    Article  Google Scholar 

  • Kittler F (1990) The mechanized philosopher. In: Rickels LA (ed) Looking after Nietzsche. State University of New York Press, Albany, pp 195–207

    Google Scholar 

  • Kittler F, Johnston J (1997) Literature, media, information systems. Psychology Press

    Google Scholar 

  • Kotilainen K, Aalto P, Valta J, Rautiainen A, Kojo M, Sovacool BK (2019) From path dependence to policy mixes for Nordic electric mobility: Lessons for accelerating future transport transitions. Policy Sci 52(4):573–600

    Article  Google Scholar 

  • Kudina O, Verbeek P-P (2019) Ethics from within: Google glass, the Collingridge dilemma, and the mediated value of privacy. Sci Technol Hum Values 44(2):291–314

    Article  Google Scholar 

  • Law J (1987) Technology and heterogeneous engineering: the case of portuguese expansion. In: Bijker WE, Hughes TP, Pinch TJ (eds) The social construction of technological systems: new directions in the sociology and history of technology. MIT Press, Cambridge, pp 105–128

    Google Scholar 

  • Liebert W, Schmidt JC (2010) Collingridge’s dilemma and technoscience. Poiesis Prax 7(1):55–71

    Article  Google Scholar 

  • Liebowitz SJ, Margolis SE (1990) The fable of the keys. J Law Econ 33(1):1–25. https://doi.org/10.1086/467198

    Article  Google Scholar 

  • Liebowitz SJ, Margolis SE (2012) The troubled path of the lock-in movement. J Compet Law Econ 9(1):125–152. https://doi.org/10.1093/joclec/nhs034

    Article  Google Scholar 

  • Longley MV (1882) Writing machines. In: Proc. 1st Annual Intl. Congr. Shorthand Writers, pp 14–16

  • Lyons M (2014) QWERTYUIOP: how the typewriter influenced writing practices. Quaerendo 44(4):219–240

    Article  Google Scholar 

  • Malafouris L (2013) How things shape the mind: a theory of material engagement. MIT Press

    Book  Google Scholar 

  • Marris C, Calvert J (2020) Science and technology studies in policy: the UK synthetic biology roadmap. Sci Technol Hum Values 45(1):34–61

    Article  Google Scholar 

  • Marrs C, Hager C (2019) Timelines of American literature. Johns Hopkins University Press

    Google Scholar 

  • Masatlioglu Y, Ok EA (2005) Rational choice with status quo bias. J Econ Theory 121(1):1–29

    Article  MathSciNet  MATH  Google Scholar 

  • Melcer EF, Astolfi MT, Remaley M, Berenzweig A, Giurgica-Tiron T (2018) CTRL-labs: hand activity estimation and real-time control from neuromuscular signals. In: Extended Abstracts of the 2018 CHI Conference on Huma9n Factors in Computing Systems, pp 1–4

  • Michaels SE (1971) Qwerty versus alphabetic keyboards as a function of typing skill. Hum Factors 13(5):419–426. https://doi.org/10.1177/001872087101300504

    Article  Google Scholar 

  • Misa TJ (2011) Gender codes: why women are leaving computing. Wiley. https://books.google.com/books?id=EjDYh_KHls8C

  • Mitchell CL, Cler GJ, Fager SK, Contessa P, Roy SH, De Luca G Vojtech JM (2022) Ability-based methods for personalized keyboard generation. arXiv preprint https://arXiv.org/2201.04593

  • Moore BA, Swales SW (2011) Automatic keyboard layout determination

  • Moro A (2011) “Kataptation” or the qwerty-effect in language evolution. Front Psychol 2:50

    Article  Google Scholar 

  • Nag PK (2019) Office buildings. Springer. https://doi.org/10.1007/978-981-13-2577-9

    Book  Google Scholar 

  • Nesbat SB (2003) A system for fast, full-text entry for small electronic devices. In: Proceedings of the 5th international conference on Multimodal interfaces, pp 4–11

  • Noyes J (1983) The QWERTY keyboard: a review. Int J Man Mach Stud 18(3):265–281

    Article  Google Scholar 

  • Onsorodi AHH, Korhan O (2020) Application of a genetic algorithm to the keyboard layout problem. PLoS ONE 15(1):e0226611

    Article  Google Scholar 

  • Pierson P (2000) Increasing returns, path dependence, and the study of politics. Am Polit Sci Rev 94(2):251–267

    Article  Google Scholar 

  • Pradeepmon TG, Panicker VV, Sridharan R (2018) Hybrid estimation of distribution algorithms for solving a keyboard layout problem. J Ind Prod Eng 35(6):352–367

    Google Scholar 

  • Quigley M, Ayihongbe S (2018) Everyday cyborgs: on integrated persons and integrated goods. Med Law Rev 26(2):276–308

    Article  Google Scholar 

  • Samuelson W, Zeckhauser R (1988) Status quo bias in decision making. J Risk Uncertain 1(1):7–59

    Article  Google Scholar 

  • Schot J, Rip A (1997) The past and future of constructive technology assessment. Technol Forecast Soc Change 54(2–3):251–268

    Article  Google Scholar 

  • Sears A, Zha Y (2003) Data entry for mobile devices using soft keyboards: Understanding the effects of keyboard size and user tasks. Int J Hum-Comput Interact 16(2):163–184

    Article  Google Scholar 

  • Shibata T, Afergan D, Kong D, Yuksel BF, MacKenzie IS, Jacob RJ (2016) DriftBoard: a panning-based text entry technique for ultra-small touchscreens. In: Proceedings of the 29th Annual Symposium on User Interface Software and Technology

  • Sismondo S (2010) An introduction to science and technology studies (vol 1). Wiley-Blackwell, Chichester

    Google Scholar 

  • Smith MR, Marx L (eds) (1994) Does technology drive history? The dilemma of technological determinism. Mit Press

    Google Scholar 

  • Sood G (2021) Metaverse keyboard transforms boring computer workspace into a cool 3d space for freedom of productivity!v. Yankodesign. https://www.yankodesign.com/2021/12/06/metaverse-keyboard-transforms-boring-computer-workspace-into-a-cool-3d-space-for-freedom-of-productivity/

  • Struben J, Sterman JD (2008) Transition challenges for alternative fuel vehicle and transportation systems. Environ Plann B Plann Des 35(6):1070–1097

    Article  Google Scholar 

  • Thogmartin WE (2013) The QWERTY effect does not extend to birth names. Names 61(1):47–52

    Article  Google Scholar 

  • Trojani A (2017) Articoli 1985–2005-I Libri del Perito III (Vol. 3). Lulu.com

  • Tushman M, Anderson P (2004) Managing strategic innovation and change: a collection of readings. Oxford University Press

    Google Scholar 

  • Tyneski FM, Griffin JT (2006) Keyboard arrangement for handheld electronic devices

  • Van de Poel I (2016) An ethical framework for evaluating experimental technology. Sci Eng Ethics 22(3):667–686

    Article  Google Scholar 

  • van de Poel I (2020) Three philosophical perspectives on the relation between technology and society, and how they affect the current debate about artificial intelligence. Hum Aff 30(4):499–511

    Article  Google Scholar 

  • van de Poel I, Royakkers L (2011) Ethics, Technology, and Engineering: An Introduction. Wiley. https://books.google.com/books?id=XHNxT1wikPEC

  • Vergne JP (2013) QWERTY is dead, long live path dependence. Res Policy 42:1191–1194

    Article  Google Scholar 

  • Vitolins V (2017) Modernized latvian ergonomic keyboard. arXiv preprint http://arXiv.org/1707.03753

  • Wajcman J (1991) Feminism confronts technology. Penn State Press

    Google Scholar 

  • Wajcman J (2004) Technofeminism. Polity, Cambridge

    Google Scholar 

  • Wershler-Henry DS (2007) The iron whim: a fragmented history of typewriting. Cornell University Press

    Google Scholar 

  • Whitmer E (2018) Medical coding keyboard

  • Willett FR, Avansino DT, Hochberg LR, Henderson JM, Shenoy KV (2021) High-performance brain-to-text communication via handwriting. Nature 593(7858):249–254

    Article  Google Scholar 

  • Woodcroft B (1855) Reference index of patents of invention, from 1617 to 1852

  • Wyckoff WO (1878) Phonographic Institute and School of the type writer. Type-Writer Mag 2(1):16–18

    Google Scholar 

  • Yamada H (1980) A historical study of typewriters and typing methods: from the position of planning Japanese parallels. J Inform Process 2(4):175–202

    Google Scholar 

  • Yasuoka K, Yasuoka M (2011) On the prehistory of QWERTY. ZINBUN 42:161–174. https://doi.org/10.14989/139379

    Article  Google Scholar 

  • Yi X, Yu C, Shi W, Shi Y (2017) Is it too small? Investigating the performances and preferences of users when typing on tiny QWERTY keyboards. Int J Hum Comput Stud 106:44–62

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mahdi Kafaee.

Ethics declarations

Conflict of interest

The authors have no relevant conflicts of interest to disclose.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kafaee, M., Daviran, E. & Taqavi, M. The QWERTY keyboard from the perspective of the Collingridge dilemma: lessons for co-construction of human-technology. AI & Soc (2022). https://doi.org/10.1007/s00146-022-01573-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s00146-022-01573-1

Keywords

Navigation