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The Choice:
A workshop for
modelers (and others)
Lieke Melsen, assistant professor, Wageningen University
Carine Wesselius, consultant/researcher, Deltares
Janneke Remmers, PhD-candidate, Wageningen University
This Workshop
โ€ข Who is joining today
โ€ข โ€œThe Choiceโ€
โ€ข Theory on choices in modeling
โ€ข Break
โ€ข Roles and responsibilities in Modeling
โ€ข Discussion
โ€ข Closure
Different people,
different backgrounds,
different experiences,
different choices!
Butโ€ฆ.what is the effect on the
end-result?
Water
Level
Levee
Transition
Height
Water
Level
Levee
Transition
Height
Water
Level
Levee
Transition
Height
Modelling decisions: example
Model
Platform
Model
Model
Version
Schemati-
sation
Other
Platform
Other
Model
Other
Version
Other
Scemati-
sation
Interview study
14 interviews
~ 1400 minutes
~ 350 pages
My study: example questions
How do you generally make this decision?
Why option X?
When would you choose a different option?
My study: example questions
How do you generally make this decision?
Why option X?
When would you choose a different option?
How much confidence do you have in a model?
How do you estimate your influence as a modeller?
Two modellers: introduction
Two modellers: introduction
Governmental organisation
Senior
Rainfall-runoff modelling
Two modellers: model structure
Two modellers: model structure
โ€œIt is of course
dependent on
the goal.โ€
Two modellers: model structure
โ€œIt is of course
dependent on
the goal.โ€
โ€œChosen because
municipality
already worked
with it.โ€
Two modellers: model structure
โ€œIt is of course
dependent on
the goal.โ€
โ€œChosen because
municipality
already worked
with it.โ€
โ€œGenerally used
within the
governmental
organisations.โ€
Two modellers: model structure
โ€œIt is of course
dependent on
the goal.โ€
โ€œChosen because
municipality
already worked
with it.โ€
โ€œGenerally used
within the
governmental
organisations.โ€
โ€œWe trust the
model. Why, I
donโ€™t know.โ€
Two modellers: sensitivity analysis
Two modellers: sensitivity analysis
We always ask a
consultancy company
to do this.
Two modellers: sensitivity analysis
โ€œWe think it is
important.โ€
We always ask a
consultancy company
to do this.
Two modellers: sensitivity analysis
โ€œWe think it is
important.โ€
We always ask a
consultancy company
to do this.
โ€œWell... It is
maybe not very
explicitly done.โ€
Two modellers: sensitivity analysis
โ€œWe think it is
important.โ€
We always ask a
consultancy company
to do this.
โ€œWell... It is
maybe not very
explicitly done.โ€
โ€œI would find it difficult
anyway. How do you do
such a thing?โ€
Two modellers: calibration
Two modellers: calibration
โ€œActually, it depends on
what the consultancy
company suggests.โ€
Two modellers: calibration
โ€œThe quality of
the data also
plays a role.โ€
โ€œActually, it depends on
what the consultancy
company suggests.โ€
Two modellers: calibration
โ€œThe quality of
the data also
plays a role.โ€
โ€œThe data should
be available for
calibration.โ€
โ€œActually, it depends on
what the consultancy
company suggests.โ€
Two modellers: calibration
โ€œThe quality of
the data also
plays a role.โ€
โ€œThe data should
be available for
calibration.โ€
โ€œActually, it depends on
what the consultancy
company suggests.โ€
โ€œYou look at what is there,
if it is trustworthy and if I
can execute my
calibration based on this.โ€
Perceived influence of modellers
Perceived influence of modellers
โ€œI think you have
a lot of influence
as a modeller.โ€
Perceived influence of modellers
โ€œI think you have
a lot of influence
as a modeller.โ€
โ€œToo muchโ€
โ€œQuite someโ€
Perceived influence of modellers
โ€œI think you have
a lot of influence
as a modeller.โ€
โ€œToo muchโ€
โ€œQuite someโ€
โ€œI donโ€™t think it
matters that
much.โ€
Perceived influence of modellers
โ€œI think you have
a lot of influence
as a modeller.โ€
โ€œToo muchโ€
โ€œQuite someโ€
โ€œI donโ€™t think it
matters that
much.โ€
โ€œSame resultโ€
โ€œDifferent methodโ€
Investigating the modeller...
14 in-depth interviews
3 different institutes (France, Belgium, Germany)
February โ€“ June 2020
835 minutes of material (13.9 hours)
110.767 words (about 220 pages)
Inductive thematic content analysis
3 Group leaders
4 Senior researchers
4 Post-docs
3 PhD-candidates
107 codes, 87 motivations
Melsen, 2022. It takes a village to run a
model โ€“ the social aspects of
hydrological modelling, WRR
Epistemic
presumed to promote the
truth-like character of science
Contextual
Epistemic
presumed to promote the
truth-like character of science
Contextual
Epistemic
presumed to promote the
truth-like character of science
Contextual
This is a self-sustaining system
โ€ข Model etiquette to move decisions
from contextual to epistemic
Contextual
Epistemic
โ€ข Determine which decisions are
most sensitive, and invest in
underpinning those decisions
Data
availability
Time
constraints
projects
Computer
resources
BREAK
Quality assurance in modelling
Quality
Assurance
Quality assurance in modelling โ€“ a shared responsibility
CLIENT CONTRACTOR
Quality assurance in modelling โ€“ a shared responsibility
Problem owner
CONTRACTOR
Contract lead
Requires high quality to justify decisions
to stakeholders and constituency
Actions: Non-biased, open scope.
Requires high quality to justify
results to stakeholders and problem
owner
Actions: Provide resources for
quality assurance. Explicit
requirements in contract on model
quality (assurance).
Quality assurance in modelling โ€“ a shared responsibility
Problem owner
Employer
Contract lead
Requires high quality to justify decisions
to stakeholders and constituency
Actions: Open scope.
Requires high quality to justify results to
stakeholders and problem owner
Actions: Provide resources for
documentation. Assurance of
documentation. Explicit requirements in
contract on model quality (assurance).
Modelling team
Modeller
A good market position, legal responsibility?
A good market position, internal position
Work performance, appreciation
Actions: Facilitation of peer-review,
internal model guidelines, intervision,
professional development employees
Actions: Peer-review, development
model guidelines, intervision, training of
new employees
Actions: Make choices with best intentions,
provide substantiation, document choices,
sensitivity analysis where necessary
Quality assurance in modelling
Quality assurance as part of
Model etiquette
Social norms and practices
that are considered accepted
and good behaviour, in this
case related to modelling and
documentation practices
Quality assurance in modelling โ€“ Regulatory contexts
Certification
โ€ข Requirements and
standards are determined
per project
โ€ข No implications if
standards are not met
Voluntarily Legal/juridical
โ€ข Can be organized at
different levels (national,
internally)
โ€ข Cost of Compliance
involved
โ€ข Easy for client to require
certain standards, specified
in the certification
โ€ข Model set-up / choices are
prescribed by law
โ€ข All contractors have to
obey the same
requirements
โ€ข Slow uptake of new
insights
โ€œstatutory or legislative tools and frameworks that are used to enforce action toward specific goalsโ€
Thank you!
Lieke Melsen
Assistant Professor
Wageningen University
lieke.melsen@wur.nl
Carine Wesselius
Consultant/Researcher
Deltares
carine.wesselius@deltares.nl
Janneke Remmers
PhD-candidate
Wageningen University
janneke.remmers@wur.nl

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DSD-INT 2022 The choice - A workshop for modelers

  • 1. The Choice: A workshop for modelers (and others) Lieke Melsen, assistant professor, Wageningen University Carine Wesselius, consultant/researcher, Deltares Janneke Remmers, PhD-candidate, Wageningen University
  • 2. This Workshop โ€ข Who is joining today โ€ข โ€œThe Choiceโ€ โ€ข Theory on choices in modeling โ€ข Break โ€ข Roles and responsibilities in Modeling โ€ข Discussion โ€ข Closure
  • 3.
  • 4. Different people, different backgrounds, different experiences, different choices! Butโ€ฆ.what is the effect on the end-result?
  • 9. Interview study 14 interviews ~ 1400 minutes ~ 350 pages
  • 10. My study: example questions How do you generally make this decision? Why option X? When would you choose a different option?
  • 11. My study: example questions How do you generally make this decision? Why option X? When would you choose a different option? How much confidence do you have in a model? How do you estimate your influence as a modeller?
  • 13. Two modellers: introduction Governmental organisation Senior Rainfall-runoff modelling
  • 14. Two modellers: model structure
  • 15. Two modellers: model structure โ€œIt is of course dependent on the goal.โ€
  • 16. Two modellers: model structure โ€œIt is of course dependent on the goal.โ€ โ€œChosen because municipality already worked with it.โ€
  • 17. Two modellers: model structure โ€œIt is of course dependent on the goal.โ€ โ€œChosen because municipality already worked with it.โ€ โ€œGenerally used within the governmental organisations.โ€
  • 18. Two modellers: model structure โ€œIt is of course dependent on the goal.โ€ โ€œChosen because municipality already worked with it.โ€ โ€œGenerally used within the governmental organisations.โ€ โ€œWe trust the model. Why, I donโ€™t know.โ€
  • 20. Two modellers: sensitivity analysis We always ask a consultancy company to do this.
  • 21. Two modellers: sensitivity analysis โ€œWe think it is important.โ€ We always ask a consultancy company to do this.
  • 22. Two modellers: sensitivity analysis โ€œWe think it is important.โ€ We always ask a consultancy company to do this. โ€œWell... It is maybe not very explicitly done.โ€
  • 23. Two modellers: sensitivity analysis โ€œWe think it is important.โ€ We always ask a consultancy company to do this. โ€œWell... It is maybe not very explicitly done.โ€ โ€œI would find it difficult anyway. How do you do such a thing?โ€
  • 25. Two modellers: calibration โ€œActually, it depends on what the consultancy company suggests.โ€
  • 26. Two modellers: calibration โ€œThe quality of the data also plays a role.โ€ โ€œActually, it depends on what the consultancy company suggests.โ€
  • 27. Two modellers: calibration โ€œThe quality of the data also plays a role.โ€ โ€œThe data should be available for calibration.โ€ โ€œActually, it depends on what the consultancy company suggests.โ€
  • 28. Two modellers: calibration โ€œThe quality of the data also plays a role.โ€ โ€œThe data should be available for calibration.โ€ โ€œActually, it depends on what the consultancy company suggests.โ€ โ€œYou look at what is there, if it is trustworthy and if I can execute my calibration based on this.โ€
  • 30. Perceived influence of modellers โ€œI think you have a lot of influence as a modeller.โ€
  • 31. Perceived influence of modellers โ€œI think you have a lot of influence as a modeller.โ€ โ€œToo muchโ€ โ€œQuite someโ€
  • 32. Perceived influence of modellers โ€œI think you have a lot of influence as a modeller.โ€ โ€œToo muchโ€ โ€œQuite someโ€ โ€œI donโ€™t think it matters that much.โ€
  • 33. Perceived influence of modellers โ€œI think you have a lot of influence as a modeller.โ€ โ€œToo muchโ€ โ€œQuite someโ€ โ€œI donโ€™t think it matters that much.โ€ โ€œSame resultโ€ โ€œDifferent methodโ€
  • 34. Investigating the modeller... 14 in-depth interviews 3 different institutes (France, Belgium, Germany) February โ€“ June 2020 835 minutes of material (13.9 hours) 110.767 words (about 220 pages) Inductive thematic content analysis 3 Group leaders 4 Senior researchers 4 Post-docs 3 PhD-candidates 107 codes, 87 motivations
  • 35. Melsen, 2022. It takes a village to run a model โ€“ the social aspects of hydrological modelling, WRR
  • 36.
  • 37. Epistemic presumed to promote the truth-like character of science Contextual
  • 38. Epistemic presumed to promote the truth-like character of science Contextual
  • 39. Epistemic presumed to promote the truth-like character of science Contextual
  • 40. This is a self-sustaining system
  • 41. โ€ข Model etiquette to move decisions from contextual to epistemic Contextual Epistemic โ€ข Determine which decisions are most sensitive, and invest in underpinning those decisions Data availability Time constraints projects Computer resources
  • 42. BREAK
  • 43. Quality assurance in modelling Quality Assurance
  • 44. Quality assurance in modelling โ€“ a shared responsibility CLIENT CONTRACTOR
  • 45. Quality assurance in modelling โ€“ a shared responsibility Problem owner CONTRACTOR Contract lead Requires high quality to justify decisions to stakeholders and constituency Actions: Non-biased, open scope. Requires high quality to justify results to stakeholders and problem owner Actions: Provide resources for quality assurance. Explicit requirements in contract on model quality (assurance).
  • 46. Quality assurance in modelling โ€“ a shared responsibility Problem owner Employer Contract lead Requires high quality to justify decisions to stakeholders and constituency Actions: Open scope. Requires high quality to justify results to stakeholders and problem owner Actions: Provide resources for documentation. Assurance of documentation. Explicit requirements in contract on model quality (assurance). Modelling team Modeller A good market position, legal responsibility? A good market position, internal position Work performance, appreciation Actions: Facilitation of peer-review, internal model guidelines, intervision, professional development employees Actions: Peer-review, development model guidelines, intervision, training of new employees Actions: Make choices with best intentions, provide substantiation, document choices, sensitivity analysis where necessary
  • 47. Quality assurance in modelling Quality assurance as part of Model etiquette Social norms and practices that are considered accepted and good behaviour, in this case related to modelling and documentation practices
  • 48. Quality assurance in modelling โ€“ Regulatory contexts Certification โ€ข Requirements and standards are determined per project โ€ข No implications if standards are not met Voluntarily Legal/juridical โ€ข Can be organized at different levels (national, internally) โ€ข Cost of Compliance involved โ€ข Easy for client to require certain standards, specified in the certification โ€ข Model set-up / choices are prescribed by law โ€ข All contractors have to obey the same requirements โ€ข Slow uptake of new insights โ€œstatutory or legislative tools and frameworks that are used to enforce action toward specific goalsโ€
  • 49.
  • 50. Thank you! Lieke Melsen Assistant Professor Wageningen University lieke.melsen@wur.nl Carine Wesselius Consultant/Researcher Deltares carine.wesselius@deltares.nl Janneke Remmers PhD-candidate Wageningen University janneke.remmers@wur.nl