From moral panic to pragmatic governance: reframing AI's societal impacts in employment, education, and ethics.

David Jackson David Jackson 0001 University of Liverpool, Liverpool, UK http://cgi.csc.liv.ac.uk/~dave/ David Jackson 0002 Manchester Metropolitan University, UK

Katarzyna Borkowska David Jackson From moral panic to pragmatic governance: reframing AI's societal impacts in employment, education, and ethics. 2026 May 5371-5383 41 AI Soc. 5 https://doi.org/10.1007/s00146-026-02921-1 db/journals/ais/ais41.html#BorkowskaJ26 streams/journals/ais

David Jackson Michael Gertz 0001 Jürgen Hesser Exploring Drug Safety Through Knowledge Graphs: Protein Kinase Inhibitors as a Case Study. 2026 March abs/2603.00097 CoRR https://doi.org/10.48550/arXiv.2603.00097 db/journals/corr/corr2603.html#abs-2603-00097 streams/journals/corr

David Jackson Paul Groth Hazar Harmouch BASIL DB: bioactive semantic integration and linking database. 14 2025 December 16 J. Biomed. Semant. 1 https://doi.org/10.1186/s13326-025-00336-3 db/journals/biomedsem/biomedsem16.html#JacksonGH25 streams/journals/biomedsem

David Jackson Paul Groth Hazar Harmouch Fault Lines: Benchmarking the Impact of Label Data Quality on ML Robustness and Fairness. 2025 December 670-683 19 Proc. VLDB Endow. 4 https://www.vldb.org/pvldb/vol19/p670-jackson.pdf db/journals/pvldb/pvldb19.html#JacksonGH25 streams/journals/pvldb

Raghu Prabhakar Ram Sivaramakrishnan Darshan Gandhi Yun Du Mingran Wang Xiangyu Song Kejie Zhang Tianren Gao Angela Wang Xiaoyan Li Yongning Sheng Joshua Brot Denis Sokolov Apurv Vivek Calvin Leung Arjun Sabnis Jiayu Bai Tuowen Zhao Mark Gottscho David Jackson Mark Luttrell Manish K. Shah Zhengyu Chen 0002 Kaizhao Liang Swayambhoo Jain Urmish Thakker Dawei Huang Sumti Jairath Kevin J. Brown Kunle Olukotun SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts. 1353-1366 2024 MICRO https://doi.org/10.1109/MICRO61859.2024.00100 conf/micro/2024 db/conf/micro/micro2024.html#PrabhakarSGDWSZ24

Raghu Prabhakar Ram Sivaramakrishnan Darshan Gandhi Yun Du Mingran Wang Xiangyu Song Kejie Zhang Tianren Gao Angela Wang Karen Li Yongning Sheng Joshua Brot Denis Sokolov Apurv Vivek Calvin Leung Arjun Sabnis Jiayu Bai Tuowen Zhao Mark Gottscho David Jackson Mark Luttrell Manish K. Shah Edison Chen Kaizhao Liang Swayambhoo Jain Urmish Thakker Dawei Huang Sumti Jairath Kevin J. Brown Kunle Olukotun SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts. 2024 abs/2405.07518 CoRR https://doi.org/10.48550/arXiv.2405.07518 db/journals/corr/corr2405.html#abs-2405-07518

Yandika Sirgabsou Benjamin Hardin François Leblanc Efi Raili Pericle Salvini David Jackson Marina Jirotka Lars Kunze Foundations for the psychological safety of human and autonomous vehicles interaction. 2024 abs/2411.05732 CoRR https://doi.org/10.48550/arXiv.2411.05732 db/journals/corr/corr2411.html#abs-2411-05732 streams/journals/corr

Xabier Iturbe Nassim Abderrahmane Jaume Abella 0001 Sergi Alcaide Eric Beyne Henri-Pierre Charles Christelle Charpin-Nicolle Lars Chittka Angélica Dávila Arne Erdmann Carles Estrada Ander Fernández Anna Fontanelli José Flich Gianluca Furano Alejandro Hernán Gloriani Erik Isusquiza Radu Grosu Carles Hernández 0001 Daniele Ielmini David Jackson Maha Kooli Nicola Lepri Bernabé Linares-Barranco Jean-Loup Lachese Eric Laurent Menno Lindwer Frank Linsenmaier Mikel Luján Karel Masarík Nele Mentens Orlando Moreira Chinmay Nawghane Luca Peres Jean-Philippe Noel Arash Pourtaherian Christoph Posch Peter Priller Zdenek Prikryl Felix Resch Oliver Rhodes Todor P. Stefanov Moritz Storring Michele Taliercio Rafael Tornero Marcel D. van de Burgwal Geert Van der Plas Elisa Vianello Pavel Zaykov NimbleAI: Towards Neuromorphic Sensing-Processing 3D-integrated Chips. 1-6 2023 DATE https://doi.org/10.23919/DATE56975.2023.10136952 conf/date/2023 db/conf/date/date2023.html#IturbeAAABCCCDEEFFFFGIGHIJKLLLLLLLMMMN23

David Jackson Annabel Latham Talk to The Ghost: The Storybox methodology for faster development of storytelling chatbots. 116223 2022 190 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2021.116223 db/journals/eswa/eswa190.html#JacksonL22

Rosemary Papa Karen Moran Jackson Ric Brown David Jackson Discourse Analysis on Learning Theories and AI. 665-672 2020 SAI (3) https://doi.org/10.1007/978-3-030-52243-8_50 conf/sai/2020-3 db/conf/sai/sai2020-3.html#PapaJBJ20 David Jackson Gary Clynch An Investigation of the Impact of Language Runtime on the Performance and Cost of Serverless Functions. 154-160 2018 UCC Companion https://doi.org/10.1109/UCC-Companion.2018.00050 conf/ucc/2018c db/conf/ucc/ucc2018c.html#JacksonC18 Frans A. Oliehoek Rahul Savani Elliot Adderton Xia Cui David Jackson Phil Jimmieson John Christopher Jones Keith Kennedy Ben Mason Adam Plumbley Luke Dawson LiftUpp: Support to Develop Learner Performance. 553-556 2017 AIED https://doi.org/10.1007/978-3-319-61425-0_62 conf/aied/2017 db/conf/aied/aied2017.html#OliehoekSACJJJK17

Frans A. Oliehoek Rahul Savani Elliot Adderton Xia Cui David Jackson Phil Jimmieson John Christopher Jones Keith Kennedy Ben Mason Adam Plumbley Luke Dawson LiftUpp: Support to develop learner performance. 2017 abs/1704.06549 CoRR http://arxiv.org/abs/1704.06549 db/journals/corr/corr1704.html#OliehoekSACJJJK17

Karim Keshavjee Vijaya Chevendra Kenneth E. Martin David Jackson Babak Aliarzadeh Lorne Kinsella Raymond Turcotte Sarah Sabri Tao Chen Design and Testing of an Architecture for a National Primary Care Chronic Disease Surveillance Network in Canada. 341-345 2011 ITCH https://doi.org/10.3233/978-1-60750-709-3-341 conf/itch/2011 db/conf/itch/itch2011.html#KeshavjeeCMJAKTSC11 Alexandru G. Floares Carmen Floares Oana Vermesan Tiberiu Popa Michael Williams Sulaimon Ajibode Chang-Gong Liu Lixia Diao Jing Wang Traila Nicola David Jackson Colin Dinney Liana Adam Intelligent Clinical Decision Support Systems for Non-invasive Bladder Cancer Diagnosis. 253-262 2010 CIBB https://doi.org/10.1007/978-3-642-21946-7_20 conf/cibb/2010 db/conf/cibb/cibb2010.html#FloaresFVPWACLJNa10

Alla Bulashevska Martin Stein David Jackson Roland Eils Prediction of small molecule binding property of protein domains with Bayesian classifiers based on Markov chains. 457-460 2009 33 Comput. Biol. Chem. 6 https://doi.org/10.1016/j.compbiolchem.2009.09.005 https://www.wikidata.org/entity/Q45963361 db/journals/candc/candc33.html#BulashevskaSJE09

David Jackson Evolution of Processor microcode. 44-54 2005 9 IEEE Trans. Evol. Comput. 1 https://doi.org/10.1109/TEVC.2004.837922 db/journals/tec/tec9.html#Jackson05

David Jackson Fitness evaluation avoidance in Boolean GP problems. 2530-2536 2005 conf/cec/2005 Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2005.1555011 db/conf/cec/cec2005.html#Jackson05 Samantha Lautieri David Cooper David Jackson SafSec: Commonalities Between Safety and Security Assurance. 65-75 2005 SSS https://doi.org/10.1007/1-84628-130-X_5 conf/scss/2005 db/conf/scss/sss2005.html#LautieriCJ05 David Jackson Krzysztof Mosurski 42. Heavy Defeats in Tennis: Psychological Momentum or Random Effect? 303-310 2005 Anthology of Statistics in Sports https://doi.org/10.1137/1.9780898718386.ch42 books/siam/05/ABC2005 db/books/collections/ABC2005.html#JacksonM05 David Jackson A Practical Approach to Evolving Concurrent Programs. 89-100 https://doi.org/10.1007/978-3-540-24650-3_9 2004 conf/eurogp/2004 EuroGP db/conf/eurogp/eurogp2004.html#Jackson04 David Jackson Visual Debugging of Multithreaded Java Programs. 340-341 2001 conf/vl/2001 HCC https://doi.org/10.1109/HCC.2001.995286 https://doi.ieeecomputersociety.org/10.1109/HCC.2001.995286 db/conf/vl/hcc2001.html#Jackson01 Brett M. Bode David M. Halstead Ricky Kendall Zhou Lei David Jackson The Portable Batch Scheduler and the Maui Scheduler on Linux Clusters. 2000 Annual Linux Showcase & Conference https://www.usenix.org/conference/als-2000/portable-batch-scheduler-and-maui-scheduler-linux-clusters conf/alsc/2000 db/conf/alsc/alsc2000.html#BodeHKLJ00 David Jackson A semi-automated approach to online assessment. 164-167 2000 ITiCSE https://doi.org/10.1145/343048.343160 https://doi.org/10.1145/353519.343160 conf/iticse/2000 db/conf/iticse/iticse2000.html#Jackson00 George Charonitakis David Jackson Distributed Lazy Simulation of Digital Logic using PVM. 2000 conf/pdpta/2000 PDPTA db/conf/pdpta/pdpta2000.html#CharonitakisJ00 Michelle M. Usher David Jackson Promoting Scalability in a Concurrent Visual Language. 93-94 2000 conf/vl/2000 VL https://doi.org/10.1109/VL.2000.874369 https://doi.ieeecomputersociety.org/10.1109/VL.2000.874369 db/conf/vl/vl2000.html#UsherJ00 Mark A. Beaumont David Jackson Michelle M. Usher Visualising Complex Sequential and Parallel Programs. 331-340 1999 Visual Representations and Interpretations https://doi.org/10.1007/978-1-4471-0563-3_37 books/sp/99/PN1999 db/books/collections/PN1999.html#BeaumontJU99 Michelle M. Usher David Jackson A Petri net based visual programming language. 107-112 1998 SMC https://doi.org/10.1109/ICSMC.1998.725393 conf/smc/1998 db/conf/smc/smc1998.html#UsherJ98 Michelle M. Usher David Jackson A Concurrent Visual Language Based on Petri Nets. 72-73 1998 conf/vl/1998 VL db/conf/vl/vl98.html#UsherJ98 https://doi.org/10.1109/VL.1998.706139 https://doi.ieeecomputersociety.org/10.1109/VL.1998.706139 Mark A. Beaumont David Jackson Visualizing Complex Control Flow. 244-251 1998 conf/vl/1998 VL db/conf/vl/vl98.html#BeaumontJ98 https://doi.org/10.1109/VL.1998.706169 https://doi.ieeecomputersociety.org/10.1109/VL.1998.706169

David Jackson Michael A. Bell String-Pattern Matching in a Visual Programming Language. 545-561 1997 8 J. Vis. Lang. Comput. 5-6 db/journals/vlc/vlc8.html#JacksonB97 https://doi.org/10.1006/jvlc.1997.0058

David Jackson Michelle M. Usher Grading student programs using ASSYST. 335-339 1997 conf/sigcse/1997 SIGCSE https://doi.org/10.1145/268084.268210 https://doi.org/10.1145/268085.268210 db/conf/sigcse/sigcse1997.html#JacksonU97 Mark A. Beaumont David Jackson Low Level Visual Programming. 414-421 1997 conf/vl/1997 VL db/conf/vl/vl97.html#BeaumontJ97 https://doi.org/10.1109/VL.1997.626612 https://doi.ieeecomputersociety.org/10.1109/VL.1997.626612

David Jackson A software system for grading student computer programs. 171-180 1996 27 Comput. Educ. 3-4 https://doi.org/10.1016/S0360-1315(96)00025-5 db/journals/ce/ce27.html#Jackson96

David Jackson Ian G. Morton Algorithm animation of neural networks. 39-41 1996 ITiCSE https://doi.org/10.1145/237466.237522 https://doi.org/10.1145/237477.237522 https://doi.org/10.1145/1013718.237522 conf/iticse/1996 db/conf/iticse/iticse1996.html#JacksonM96 Michael A. Bell David Jackson CALVIN - Courseware Authoring Language using VIsual Notation. 225-230 1993 conf/vl/1993 VL db/conf/vl/vl1993.html#BellJ93 https://doi.org/10.1109/VL.1993.269601 https://doi.ieeecomputersociety.org/10.1109/VL.1993.269601 David Jackson Michael A. Bell A Graphical CAL Author Language. 320-331 1992 conf/iccal/1992 ICCAL db/conf/iccal/iccal1992.html#JacksonB92 https://doi.org/10.1007/3-540-55578-1_79 Michael A. Bell David Jackson Visual Author Languages for Computer-Aided Learning. 258-260 1992 conf/vl/1992 VL db/conf/vl/vl1992.html#BellJ92 https://doi.org/10.1109/WVL.1992.275748 https://doi.ieeecomputersociety.org/10.1109/WVL.1992.275748 David Jackson A mini-course on concurrency. 92-96 1991 conf/sigcse/1991 SIGCSE https://doi.org/10.1145/107004.107022 https://doi.org/10.1145/107005.107022 db/conf/sigcse/sigcse1991.html#Jackson91 Nassim Abderrahmane Jaume Abella 0001 Liana Adam Elliot Adderton Sulaimon Ajibode Sergi Alcaide Babak Aliarzadeh Jiayu Bai Mark A. Beaumont Michael A. Bell Eric Beyne Brett M. Bode Katarzyna Borkowska Joshua Brot Kevin J. Brown Ric Brown Alla Bulashevska Marcel D. van de Burgwal Henri-Pierre Charles George Charonitakis Christelle Charpin-Nicolle Edison Chen Tao Chen Zhengyu Chen 0002 Vijaya Chevendra Lars Chittka Gary Clynch David Cooper Xia Cui Angélica Dávila Luke Dawson Lixia Diao Colin Dinney Yun Du Roland Eils Arne Erdmann Carles Estrada Ander Fernández José Flich Alexandru G. Floares Carmen Floares Anna Fontanelli Gianluca Furano Darshan Gandhi Tianren Gao Michael Gertz 0001 Alejandro Hernán Gloriani Mark Gottscho Radu Grosu Paul Groth David M. Halstead Benjamin Hardin Hazar Harmouch Carles Hernández 0001 Jürgen Hesser Dawei Huang Daniele Ielmini Erik Isusquiza Xabier Iturbe Karen Moran Jackson Swayambhoo Jain Sumti Jairath Phil Jimmieson Marina Jirotka John Christopher Jones Ricky Kendall Keith Kennedy Karim Keshavjee Lorne Kinsella Maha Kooli Lars Kunze Jean-Loup Lachese Annabel Latham Eric Laurent Samantha Lautieri François Leblanc Zhou Lei Nicola Lepri Calvin Leung Karen Li Xiaoyan Li Kaizhao Liang Bernabé Linares-Barranco Menno Lindwer Frank Linsenmaier Chang-Gong Liu Mikel Luján Mark Luttrell Kenneth E. Martin Karel Masarík Ben Mason Nele Mentens Orlando Moreira Ian G. Morton Krzysztof Mosurski Chinmay Nawghane Traila Nicola Jean-Philippe NoëlJean-Philippe Noel Frans A. Oliehoek Kunle Olukotun Rosemary Papa Luca Peres Geert Van der Plas Adam Plumbley Tiberiu Popa Christoph Posch Arash Pourtaherian Raghu Prabhakar Zdenek Prikryl Peter Priller Efi Raili Felix Resch Oliver Rhodes Arjun Sabnis Sarah Sabri Pericle Salvini Rahul Savani Manish K. Shah Yongning Sheng Yandika Sirgabsou Ram Sivaramakrishnan Denis Sokolov Xiangyu Song Todor P. Stefanov Martin Stein Moritz Storring Michele Taliercio Urmish Thakker Rafael Tornero Raymond Turcotte Michelle M. Usher Oana Vermesan Elisa Vianello Apurv Vivek Angela Wang Jing Wang Mingran Wang Michael Williams Pavel Zaykov Kejie Zhang Tuowen Zhao