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Planetary Health and Data Science:
Prolegomenon to a research
strategy (or a meander through some questions)
Christopher Brewster
25 February 2021
Outline
• Motivation
• What is planetary health? The ill-health
of our planet
• What is the relevance to data science?
• Unintended impacts and digital
agriculture
• An invitation for further exploration
Motivation
• To make sense of the variety of
research projects I am involved
in.
• To develop a story (or a vision,
or strategy), some account of
why and how.
• A conceptual model
• A set of criteria
Planetary health as a concept
• Term popularized by initiative of The Lancet journal with
Rockefeller Institute 2014-2015.
- “human health and human civilisation depend on flourishing
natural systems and the wise stewardship of those natural
systems. However, natural systems are being degraded to an
extent unprecedented in human history.
• Spawned lots of initiatives including a journal.
• Convenient term for bringing together the dependence
of human wellbeing on a broad set of environmental and
social issues.
• The term “planetary health” come from the medical
world but there is no reason not redefine them in a less
anthropocentric manner
Planetary health vs. One Health vs. Ecohealth
• In fact there are several such top level
concepts -
• One Health – stressed connection
between human, animal and
environmental health. Especially
focused on zoonotic diseases.
• Ecohealth – supposedly focused on
biodiversity
• Planetary health – more
anthropocentric, ecosystems in terms of
human health.
• These are only issues of emphasis
Lerner
and
Berg
https://www.frontiersin.org/articles/10.3389/fvets.2017.00163/full
Rabinovitz
et
al.
https://gh.bmj.com/content/3/5/e001137
The Ill-Health of the Planet
• All trends (nearly) for
planetary health are
catastrophic
• Population increases
• GHG emissions and mean
temperatures
• Biodiversity collapse
• … and many more
Global surface temperature records 1850-2019s
European grassland butterflies
Relevance to Data Science
• Data science is an interdisciplinary
field, combining parts of computer
science (especially AI), parts of
mathematics (especially statistics),
and various social sciences and
humanities.
• Data science and its tools are key to
understanding the world
- From satellite-based monitoring of oceans,
arctic regions, and forests to
- Counting butterflies and birds to
- To climate modelling (all the way back to the
“Limits to growth” model of 1972)
• BUT it is also part of the problem
Unintended Impacts
Problematic aspects of DS and ICT - 1
• Tangible and obvious:
- Energy usage of ICT manufacture and usage.
- Slavery and child labour in the supply chain
(conflict minerals – tungsten, tin, tantalum and
gold)
- E-waste and toxic chemicals in devices
- Used to go to China, now moving to Africa
- Energy usage of data centres (205 TWh in
2018, or 1% of global electricity)
- Technological innovation driving ICT
replacement – including new data science
demands and capabilities
Problematic aspects of DS and ICT - 2
• More intangible: Social, ethical and
philosophical impacts (some examples)
- Amazon – using recommender systems and Amazon
prime for instant gratification
- Google – enabling total “information awareness” via
internet search, Google Mail, and Youtube (see Edward
Snowden). Privatisation of personal activity.
- Facebook – “surveillance capitalism” at its finest.
- The filter bubble effect and the enabling/provocation
social divisions and hatreds (cf. Rohinga crisis in
Myanmar and Facebook)
"The best minds of my
generation are
thinking about how to
make people click
ads."
-Jeff Hammerbacher
Example: Digital Agriculture
• My research concerns extending,
improving, designing systems for
digital agriculture
- Precision agriculture
- Supply chain tracking and tracing
- Data sharing in the agrifood system
• How does this impact Planetary
Health?
- Very hard to predict … or is it?
Digital Agriculture - 2
• Deskilling:
- Automation
• Reskilling:
- Education
- Sharing knowledge and
experience
• Efficiency
- Optimisation/JIT
- Resilience
https://www.robotics.org/blog-article.cfm/Agricultural-Robots-Understanding-Professional-Service-Robots-in-Agriculture/151
https://www.bloomberg.com/news/articles/2020-11-27/brexit-britain-s-food-supply-is-imperiled-by-christmas-and-covid
“It is difficult to get a man to understand
something, when his salary depends on his not
understanding it.”
- Upton Sinclair
Possible negative consequences of Digital Agrifood
• Instrumentation of farms leads to extensive available data
• Access, ownership, control of that data becomes more valuable than
food produced
• This leads either:
- “Enslavement” of farmers to digital control (see Uber etc.), or
- Far greater farm consolidation (in an already consolidating process)
• Consequently
- More monoculture – optimization of production for remote owners
- More loss of rural employment
- Greater loss of biodiversity – who cares, we have it all on Youtube or video
games
Need for Criteria: SDGs
https://sdgs.un.org/goals
Can we model potential impacts of our technological
innovations?
• Can we construct complex models that allow us
to explore the impact (intended and
unintended) of changes and innovations?
• Knowledge graphs? Agent based simulations?
• For example: Can we model the impact of
eating a shrimp here on a mangrove forest in
Thailand?
• Long distance impacts in time and space, across
society and the environment.
• Can we or should we use such tools to make
strategic decisions? To create or not to create?
Talos – Hephaistos’s robot
Conclusions and an Invitation
• Planetary Health provides a “way of seeing”.
• Planetary Health provides important technical
challenges in terms of modelling the world.
• Planetary Health provides potentially a framework for
considering the ethical, social and above all
environmental implications of our technological
initiatives.
• For IDS, an open invitation:
- Perhaps it is another way of telling our story.
- If people are interested we could explore further to
develop a “Planetary health and Data Science vision and
toolkit”
Questions/Reactions
References
• Belesova, K., Haines, A., Ranganathan, J., Seddon, J., & Wilkinson, P. (2020). Monitoring environmental change and human health: Planetary Health Watch. The Lancet, 395(10218), 96–98.
https://doi.org/10.1016/S0140-6736(19)33042-9
• Brewster, C., Erpenbach, J., Kelly, R., Marchand, F., Rakers, P., Thysen, I., Vangeyte, J., von Haselberg, C., & Willener, A. (2019). Digital Technologies for a Sustainable Agrifood System: A Strategic
Research and Innovation Agenda (p. 80). ICT-AGRI Project. https://www.ictagrifood.eu/sites/default/files/ICT-AGRI_SRIA_Final.pdf
• Future Earth. (2020). Our Future on Earth (p. 102). www.futureearth.org/publications/ our-future-on-earth
• Lausch, A., Bannehr, L., Beckmann, M., Boehm, C., Feilhauer, H., Hacker, J. M., Heurich, M., Jung, A., Klenke, R., Neumann, C., Pause, M., Rocchini, D., Schaepman, M. E., Schmidtlein, S., Schulz,
K., Selsam, P., Settele, J., Skidmore, A. K., & Cord, A. F. (2016). Linking Earth Observation and taxonomic, structural and functional biodiversity: Local to ecosystem perspectives. Ecological
Indicators, 70, 317–339. https://doi.org/10.1016/j.ecolind.2016.06.022
• Lausch, Angela, Erasmi, S., King, D., Magdon, P., & Heurich, M. (2016). Understanding Forest Health with Remote Sensing -Part I—A Review of Spectral Traits, Processes and Remote-Sensing
Characteristics. Remote Sensing, 8(12), 1029. https://doi.org/10.3390/rs8121029
• Leclère, D., Obersteiner, M., Barrett, M., Butchart, S. H. M., Chaudhary, A., De Palma, A., DeClerck, F. A. J., Di Marco, M., Doelman, J. C., Dürauer, M., Freeman, R., Harfoot, M., Hasegawa, T.,
Hellweg, S., Hilbers, J. P., Hill, S. L. L., Humpenöder, F., Jennings, N., Krisztin, T., … Young, L. (2020). Bending the curve of terrestrial biodiversity needs an integrated strategy. Nature, 585(7826),
551–556. https://doi.org/10.1038/s41586-020-2705-y
• Lerner, H., & Berg, C. (2017). A Comparison of Three Holistic Approaches to Health: One Health, EcoHealth, and Planetary Health. Frontiers in Veterinary Science, 4.
https://doi.org/10.3389/fvets.2017.00163
• Prescott, S. L., Logan, A. C., Albrecht, G., Campbell, D. E., Crane, J., Cunsolo, A., Holloway, J. W., Kozyrskyj, A. L., Lowry, C. A., Penders, J., Redvers, N., Renz, H., Stokholm, J., Svanes, C., Wegienka,
G., & On Behalf of inVIVO Planetary Health, of the W. U. N. (WUN). (2018). The Canmore Declaration: Statement of Principles for Planetary Health. Challenges, 9(2), 31.
https://doi.org/10.3390/challe9020031
• Rabinowitz, P. M., Pappaioanou, M., Bardosh, K. L., & Conti, L. (2018). A planetary vision for one health. BMJ Global Health, 3(5), e001137. https://doi.org/10.1136/bmjgh-2018-001137
• Scott, J. C. (1998). Seeing like a State. Yale University Press.
• Steffen, W., Broadgate, W., Deutsch, L., Gaffney, O., & Ludwig, C. (2015). The trajectory of the Anthropocene: The Great Acceleration. The Anthropocene Review, 2(1), 81–98.
https://doi.org/10.1177/2053019614564785
• Steffen, W., Richardson, K., Rockström, J., Cornell, S. E., Fetzer, I., Bennett, E. M., Biggs, R., Carpenter, S. R., Vries, W. de, Wit, C. A. de, Folke, C., Gerten, D., Heinke, J., Mace, G. M., Persson, L. M.,
Ramanathan, V., Reyers, B., & Sörlin, S. (2015). Planetary boundaries: Guiding human development on a changing planet. Science, 347(6223). https://doi.org/10.1126/science.1259855
• Whitmee, S., Haines, A., Beyrer, C., Boltz, F., Capon, A. G., Dias, B. F. de S., Ezeh, A., Frumkin, H., Gong, P., Head, P., Horton, R., Mace, G. M., Marten, R., Myers, S. S., Nishtar, S., Osofsky, S. A.,
Pattanayak, S. K., Pongsiri, M. J., Romanelli, C., … Yach, D. (2015). Safeguarding human health in the Anthropocene epoch: Report of The Rockefeller Foundation–Lancet Commission on
planetary health. The Lancet, 386(10007), 1973–2028. https://doi.org/10.1016/S0140-6736(15)60901-1
• Wu, T. (2010). The master switch: The rise and fall of information empires. Vintage. https://www.penguinrandomhouse.com/books/194417/the-master-switch-by-tim-wu/

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Planetary health and data science

  • 1. Planetary Health and Data Science: Prolegomenon to a research strategy (or a meander through some questions) Christopher Brewster 25 February 2021
  • 2. Outline • Motivation • What is planetary health? The ill-health of our planet • What is the relevance to data science? • Unintended impacts and digital agriculture • An invitation for further exploration
  • 3. Motivation • To make sense of the variety of research projects I am involved in. • To develop a story (or a vision, or strategy), some account of why and how. • A conceptual model • A set of criteria
  • 4. Planetary health as a concept • Term popularized by initiative of The Lancet journal with Rockefeller Institute 2014-2015. - “human health and human civilisation depend on flourishing natural systems and the wise stewardship of those natural systems. However, natural systems are being degraded to an extent unprecedented in human history. • Spawned lots of initiatives including a journal. • Convenient term for bringing together the dependence of human wellbeing on a broad set of environmental and social issues. • The term “planetary health” come from the medical world but there is no reason not redefine them in a less anthropocentric manner
  • 5. Planetary health vs. One Health vs. Ecohealth • In fact there are several such top level concepts - • One Health – stressed connection between human, animal and environmental health. Especially focused on zoonotic diseases. • Ecohealth – supposedly focused on biodiversity • Planetary health – more anthropocentric, ecosystems in terms of human health. • These are only issues of emphasis Lerner and Berg https://www.frontiersin.org/articles/10.3389/fvets.2017.00163/full Rabinovitz et al. https://gh.bmj.com/content/3/5/e001137
  • 6. The Ill-Health of the Planet • All trends (nearly) for planetary health are catastrophic • Population increases • GHG emissions and mean temperatures • Biodiversity collapse • … and many more Global surface temperature records 1850-2019s European grassland butterflies
  • 7. Relevance to Data Science • Data science is an interdisciplinary field, combining parts of computer science (especially AI), parts of mathematics (especially statistics), and various social sciences and humanities. • Data science and its tools are key to understanding the world - From satellite-based monitoring of oceans, arctic regions, and forests to - Counting butterflies and birds to - To climate modelling (all the way back to the “Limits to growth” model of 1972) • BUT it is also part of the problem
  • 9. Problematic aspects of DS and ICT - 1 • Tangible and obvious: - Energy usage of ICT manufacture and usage. - Slavery and child labour in the supply chain (conflict minerals – tungsten, tin, tantalum and gold) - E-waste and toxic chemicals in devices - Used to go to China, now moving to Africa - Energy usage of data centres (205 TWh in 2018, or 1% of global electricity) - Technological innovation driving ICT replacement – including new data science demands and capabilities
  • 10. Problematic aspects of DS and ICT - 2 • More intangible: Social, ethical and philosophical impacts (some examples) - Amazon – using recommender systems and Amazon prime for instant gratification - Google – enabling total “information awareness” via internet search, Google Mail, and Youtube (see Edward Snowden). Privatisation of personal activity. - Facebook – “surveillance capitalism” at its finest. - The filter bubble effect and the enabling/provocation social divisions and hatreds (cf. Rohinga crisis in Myanmar and Facebook) "The best minds of my generation are thinking about how to make people click ads." -Jeff Hammerbacher
  • 11. Example: Digital Agriculture • My research concerns extending, improving, designing systems for digital agriculture - Precision agriculture - Supply chain tracking and tracing - Data sharing in the agrifood system • How does this impact Planetary Health? - Very hard to predict … or is it?
  • 12. Digital Agriculture - 2 • Deskilling: - Automation • Reskilling: - Education - Sharing knowledge and experience • Efficiency - Optimisation/JIT - Resilience https://www.robotics.org/blog-article.cfm/Agricultural-Robots-Understanding-Professional-Service-Robots-in-Agriculture/151 https://www.bloomberg.com/news/articles/2020-11-27/brexit-britain-s-food-supply-is-imperiled-by-christmas-and-covid
  • 13. “It is difficult to get a man to understand something, when his salary depends on his not understanding it.” - Upton Sinclair
  • 14. Possible negative consequences of Digital Agrifood • Instrumentation of farms leads to extensive available data • Access, ownership, control of that data becomes more valuable than food produced • This leads either: - “Enslavement” of farmers to digital control (see Uber etc.), or - Far greater farm consolidation (in an already consolidating process) • Consequently - More monoculture – optimization of production for remote owners - More loss of rural employment - Greater loss of biodiversity – who cares, we have it all on Youtube or video games
  • 15. Need for Criteria: SDGs https://sdgs.un.org/goals
  • 16. Can we model potential impacts of our technological innovations? • Can we construct complex models that allow us to explore the impact (intended and unintended) of changes and innovations? • Knowledge graphs? Agent based simulations? • For example: Can we model the impact of eating a shrimp here on a mangrove forest in Thailand? • Long distance impacts in time and space, across society and the environment. • Can we or should we use such tools to make strategic decisions? To create or not to create? Talos – Hephaistos’s robot
  • 17.
  • 18. Conclusions and an Invitation • Planetary Health provides a “way of seeing”. • Planetary Health provides important technical challenges in terms of modelling the world. • Planetary Health provides potentially a framework for considering the ethical, social and above all environmental implications of our technological initiatives. • For IDS, an open invitation: - Perhaps it is another way of telling our story. - If people are interested we could explore further to develop a “Planetary health and Data Science vision and toolkit”
  • 20. References • Belesova, K., Haines, A., Ranganathan, J., Seddon, J., & Wilkinson, P. (2020). Monitoring environmental change and human health: Planetary Health Watch. The Lancet, 395(10218), 96–98. https://doi.org/10.1016/S0140-6736(19)33042-9 • Brewster, C., Erpenbach, J., Kelly, R., Marchand, F., Rakers, P., Thysen, I., Vangeyte, J., von Haselberg, C., & Willener, A. (2019). Digital Technologies for a Sustainable Agrifood System: A Strategic Research and Innovation Agenda (p. 80). ICT-AGRI Project. https://www.ictagrifood.eu/sites/default/files/ICT-AGRI_SRIA_Final.pdf • Future Earth. (2020). Our Future on Earth (p. 102). www.futureearth.org/publications/ our-future-on-earth • Lausch, A., Bannehr, L., Beckmann, M., Boehm, C., Feilhauer, H., Hacker, J. M., Heurich, M., Jung, A., Klenke, R., Neumann, C., Pause, M., Rocchini, D., Schaepman, M. E., Schmidtlein, S., Schulz, K., Selsam, P., Settele, J., Skidmore, A. K., & Cord, A. F. (2016). Linking Earth Observation and taxonomic, structural and functional biodiversity: Local to ecosystem perspectives. Ecological Indicators, 70, 317–339. https://doi.org/10.1016/j.ecolind.2016.06.022 • Lausch, Angela, Erasmi, S., King, D., Magdon, P., & Heurich, M. (2016). Understanding Forest Health with Remote Sensing -Part I—A Review of Spectral Traits, Processes and Remote-Sensing Characteristics. Remote Sensing, 8(12), 1029. https://doi.org/10.3390/rs8121029 • Leclère, D., Obersteiner, M., Barrett, M., Butchart, S. H. M., Chaudhary, A., De Palma, A., DeClerck, F. A. J., Di Marco, M., Doelman, J. C., Dürauer, M., Freeman, R., Harfoot, M., Hasegawa, T., Hellweg, S., Hilbers, J. P., Hill, S. L. L., Humpenöder, F., Jennings, N., Krisztin, T., … Young, L. (2020). Bending the curve of terrestrial biodiversity needs an integrated strategy. Nature, 585(7826), 551–556. https://doi.org/10.1038/s41586-020-2705-y • Lerner, H., & Berg, C. (2017). A Comparison of Three Holistic Approaches to Health: One Health, EcoHealth, and Planetary Health. Frontiers in Veterinary Science, 4. https://doi.org/10.3389/fvets.2017.00163 • Prescott, S. L., Logan, A. C., Albrecht, G., Campbell, D. E., Crane, J., Cunsolo, A., Holloway, J. W., Kozyrskyj, A. L., Lowry, C. A., Penders, J., Redvers, N., Renz, H., Stokholm, J., Svanes, C., Wegienka, G., & On Behalf of inVIVO Planetary Health, of the W. U. N. (WUN). (2018). The Canmore Declaration: Statement of Principles for Planetary Health. Challenges, 9(2), 31. https://doi.org/10.3390/challe9020031 • Rabinowitz, P. M., Pappaioanou, M., Bardosh, K. L., & Conti, L. (2018). A planetary vision for one health. BMJ Global Health, 3(5), e001137. https://doi.org/10.1136/bmjgh-2018-001137 • Scott, J. C. (1998). Seeing like a State. Yale University Press. • Steffen, W., Broadgate, W., Deutsch, L., Gaffney, O., & Ludwig, C. (2015). The trajectory of the Anthropocene: The Great Acceleration. The Anthropocene Review, 2(1), 81–98. https://doi.org/10.1177/2053019614564785 • Steffen, W., Richardson, K., Rockström, J., Cornell, S. E., Fetzer, I., Bennett, E. M., Biggs, R., Carpenter, S. R., Vries, W. de, Wit, C. A. de, Folke, C., Gerten, D., Heinke, J., Mace, G. M., Persson, L. M., Ramanathan, V., Reyers, B., & Sörlin, S. (2015). Planetary boundaries: Guiding human development on a changing planet. Science, 347(6223). https://doi.org/10.1126/science.1259855 • Whitmee, S., Haines, A., Beyrer, C., Boltz, F., Capon, A. G., Dias, B. F. de S., Ezeh, A., Frumkin, H., Gong, P., Head, P., Horton, R., Mace, G. M., Marten, R., Myers, S. S., Nishtar, S., Osofsky, S. A., Pattanayak, S. K., Pongsiri, M. J., Romanelli, C., … Yach, D. (2015). Safeguarding human health in the Anthropocene epoch: Report of The Rockefeller Foundation–Lancet Commission on planetary health. The Lancet, 386(10007), 1973–2028. https://doi.org/10.1016/S0140-6736(15)60901-1 • Wu, T. (2010). The master switch: The rise and fall of information empires. Vintage. https://www.penguinrandomhouse.com/books/194417/the-master-switch-by-tim-wu/