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Socio-economic scenarios
Anand PatwardhanIIT-Bombay
Anand Patwardhan, IIT-Bombay 2
Crude oil price forecasts
Anand Patwardhan, IIT-Bombay 3
Why do we need scenarios?
The uncertainty explosion Prediction or planning Idea of “not implausible” futures Robustness vs. optimality Context for a forecast
Anand Patwardhan, IIT-Bombay 4
Scenarios and V&A assessment
Hazard – exposure – impacts – response Scenarios for the individual layers and
their interactions Socio-economic and climate Relevant to the scale of assessment
Anand Patwardhan, IIT-Bombay 5
Scenarios
Plausible, pertinent and logically consistent alternative stories of the future
Provide the context for a forecast Strategic thinking, and the quality of that
thinking rather than planning Exploratory (positive) and normative
Anand Patwardhan, IIT-Bombay 6
Building scenarios
Central question / issue being considered What are the things that really matter? What are the key drivers (both micro and
macro)? What are plausible storylines for describing their
evolution? What are the interconnections and
dependencies? Can we quantify some of the drivers and their
measures?
Anand Patwardhan, IIT-Bombay 7
Drivers
Socio-economic context Demographics Economic growth Consumer values and preferences
Technology What is pre-determined and what is
uncertain? What is constrained?
Anand Patwardhan, IIT-Bombay 8
Links between the drivers
Energy consumption & per capita GDP
Anand Patwardhan, IIT-Bombay 9
More linkages between drivers
Anand Patwardhan, IIT-Bombay 10
Storylines
Interconnections and dependencies Describing future evolution What is consistency? In what way might dependencies change?
Dematerialization Income and energy
Anand Patwardhan, IIT-Bombay 11
Decoupling drivers (income and energy)
Anand Patwardhan, IIT-Bombay 12
Discontinuities and branching points
How might they happen?
Are there early indicators?
Where might they happen?
Anand Patwardhan, IIT-Bombay 13
Where might they happen?
The climate system – collapse of the North Atlantic thermohaline circulation
The socio-economic system – early development of a hydrogen-based backstop energy system
What about from the coupled system? Is it less or more susceptible to discontinuity?
Anand Patwardhan, IIT-Bombay 14
Past discontinuities in energy technology – non-marginal change in energy systems
Anand Patwardhan, IIT-Bombay 15
Linking climate and socio-economic scenarios
Socio-economic scenarios lead to emissions lead to climate change
What about the reverse? For example, if we do carbon management on
a large-scale, what does that mean for the dynamics of the carbon cycle?
Feedback – what parts of the system can be treated as exogenous?
Anand Patwardhan, IIT-Bombay 16
General to the specific
Global to local / regional Down-scale the global Or Use the global for checking consistency
Anand Patwardhan, IIT-Bombay 17
Example: regional assessment (urban)
Drivers: Regional demographics, migration Economic growth Settlement characteristics
Storylines: Perhaps start from the SRES storylines Development with settlement form and
pattern Public infrastructure
Perhaps climate is exogenous
Anand Patwardhan, IIT-Bombay 18
Judging scenarios
Recognizable and grounded in the present Empirical constraints
Plausible Internal consistency
Fit within models Challenge existing mental map Consequences for decisions
Anand Patwardhan, IIT-Bombay 19
From scenarios to forecasts
Build forecasts in the context of scenarios Extrapolative
Statistical Model-based (example: diffusion models)
Pattern-based By analogy Precursors
Normative, goal-based Expert judgment (Delphi)
Anand Patwardhan, IIT-Bombay 20
Forecasting issues
Attributes: explicit, reproducible, quantitative (?)
Value, skill, quality, reliability What do we want to forecast?
Anand Patwardhan, IIT-Bombay 21
Issues
Tyranny of the present Discontinuities and surprise
Process improvement rather than prediction Scenarios as learning tools Process understanding rather than
specific outcomes From static to dynamic