CBA of policy scenarios for. Mike Holland, EMRC SEG5 meeting, Brussels, April 2013

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CBA of policy scenarios for revision of the TSAP Mike Holland, EMRC mike.holland@emrc.co.uk SEG5 meeting, Brussels, April 2013

Scenarios Corresponds to IIASA TSAP report number 10: TSAP 2013 CLE (current legislation) baseline and MTFR (Maximum Technically Feasible Reductions) scenarios for 2025 A05 (scenario corresponding to a 75% gap closure between the CLE and MTFR scenarios for 2025) CLE and MTFR scenarios for 2030

Impacts addressed Health Updates for PM 2.5 and ozone mortality No updates for morbidity Materials Crops No assessment of ecological impacts

Health benefits, 2025 All figures as thousands Moving to A05: 9% reduction in ozone effects 20% reduction in PM 2.5 effects From A05 to MTFR ~33% improvement in PM 2.5 benefits, ~50% improvement in ozone benefits relative to CLE A05 shift

Benefits, M/year

Non health damage Very limited assessment Some agriculture, some materials No natural ecosystems despite significant levels of exceedance including in Natura 2000 sites

Benefit/cost ratios >1 = net benefit, <1 = net cost Substantial net benefit of moving to A05, but not of continuing further to MTFR Uncertainty in mortality valuation does not make a large difference to point where marginal costs and benefits are equal Marginal benefits (1000 Euro/YOLL) 6 5 4 3 2 1 Marginal benefits 2025 Marginal benefits 2030 Marginal costs 2025 Marginal costs 2030 6 5 4 3 2 1 Marginal costs (1000 Euro/YOLL) 0 0 0 10 20 30 40 50 60 70 80 90 100 Gap closure between CLE and MTFR

Ozone mortality: Sensitivity analysis REVIHAAP recommendation: Sensitivity analysis for chronic ozone effects on mortality

Lost working days, values as million/year Included as part of restricted activity days

Healthcare costs, million/year

Conclusions from the analysis Mortality assessment includes REVIHAAP/HRAPIE updates Does not change the view that air pollution generates substantial health impacts Analysis based very largely on health benefits alone indicates net benefit of moving to A05 Morbidity assessment still as CAFE More detail provided in some areas Healthcare costs (incomplete) Working days lost

Other work Development of national benefit assessment tools Ecosystem valuation NEBEI Cooperation with REVIHAAP/HRAPIE Development of TUBA Externalities of climate policies The Cornish Question

Cooperation with REVIHAAP/HRAPIE Different roles of CEA and CBA Flexibility of CBA for uncertainty analysis Format of sensitivity analysis Testing of functions

Full cost accounting for climate policies Accounting for externalities of climate policies Co benefits, e.g. Improved air quality Reduced excess winter deaths Energy security Active lifestyles Trade offs, e.g. Fuel poverty Land rights Some accident risks

Would inclusion of co benefits and trade offs change policy? Enable some non technical measures to be brought into the analysis Change the ordering of measures Change whether costs of some measures are positive or negative Highlight interactions between policy areas Reveal important uncertainties Highlight opportunity to increase co benefits Highlight presence of trade offs that may require mitigation

Climate Change Committee Study* Focused on scenarios to 2030 addressing emissions from: Power sector Surface transport Shipping and aviation Energy use in industry, residential and non residential buildings and heating Agriculture and forestry Seeking a comprehensive overview of impacts, with quantification where possible *Lead contractor, Ricardo AEA. To be completed April 2013. Short timescale study, developing framework, providing initial estimates. Outputs shown here are preliminary, yet to be approved by CCC.

Accounting Framework: Impacts considered

Accounting framework: Presence or absence of impact

Quantitative assessment: Phase 1: Unit impacts (e.g. per kwh) preliminary outputs

Important outstanding questions Nuclear accidents, high level waste management, proliferation risks Fossil fuel use and ecosystem effects Quantifying effects of fracking Landscape impacts of renewables Onshore wind Transmission lines of dispersed generation sites

TUBA: Treatment of uncertainty in benefit assessment Step 1: Monte Carlo of measurable uncertainty Step 2: Sensitivity analysis Step 3: Assessment of the effects of unquantified biases Step 4: Conclusions

Steps 1 and 2: Monte Carlo, Sensitivity analysis (illustrative case) TUBA: Treatment of Uncertainty in Benefits Analysis Quantitative assessment of uncertainty including sensitivity runs Figures below highlighted green show where benefits>costs. Pink shading where costs>benefits. Scenario: 2020, All countries Abatement costs for scenario: 56 M/year Benefits 10%ile 25%ile 33%ile 50%ile 67%ile 75%ile 90%ile Case name 125 73 90 99 115 135 149 191 Median VOLY 252 146 181 199 232 272 300 386 Mean VOLY 203 118 146 160 187 219 242 311 Median VSL 380 220 274 300 350 410 452 581 Mean VSL 96 56 69 76 88 104 114 147 Desaigues VOLY 471 273 339 372 433 509 560 721 OECD VSL Scenario: 2030, EU27 Abatement costs for scenario: 41 M/year Benefits 10%ile 25%ile 33%ile 50%ile 67%ile 75%ile 90%ile Case name 59 34 42 47 54 64 70 90 Median VOLY 115 67 83 91 106 124 137 176 Mean VOLY 109 63 78 86 100 118 130 167 Median VSL 202 117 145 160 186 218 240 309 Mean VSL 46 27 33 36 42 50 55 70 Desaigues VOLY 251 146 181 198 231 271 299 384 OECD VSL

Step 3: Unquantified biases (illustrative case) Bias assessment for unquantified uncertainties The views expressed here are those of the author. Direction of bias Costs up or impacts down? Costs down or impacts up? Weight Comments Impacts Health 1 0 50% Believed that some health impacts are excluded, moderated by concern over some valuations possibly being too high, e.g. for chronic bronchitis. Materials 0 0 0% Utilitarian material damage makes minimal contribution to overall effects Materials in cultural heritage 1 0 20% Low urban SO2 levels suggest this is of limited importance Crops 0 0 0% Accounted for in the modelling Other agriculture 0 0 0% Considered unimportant Ecosystems 1 0 100% Not included. Extent of exceedance of eutrophication in particular suggests that this effect is significant. Cobenefits and trade offs Greenhouse gas emissions 1 0 10% Small effect on GHG emissions unaccounted for Discharge to water (not for treatment) 0 1 10% Considered unimportant as plant will operate within discharge consents. However, linked with solid waste arisings (see below)

Step 4: Conclusions (illustrative case) Conclusions The analysis of uncertainties has quantified the possible consequences of variability with respect to data used for (e.g.) response functions and valuation, and sensitivity to key assumptions. It has also sought to provide a comprehensive overview of unquantified biases that affect the results, focusing on the likelihood that the benefits of action will exceed costs. By accounting for these various elements the analysis of uncertainties provides a comprehensive overview of the robustness of results. Results of the quantitative uncertainty analysis indicate that in all cases where analysis considers all European countries, there is at most a 10% probability that benefits would not exceed costs. In all cases using a VOLY higher than from Desaigues et al (2011) or using the VSL, the probability of costs exceeding benefits is less than 10%. Restricting analysis to the EU27 reveals a slightly different pattern. There is around a 10% probability of costs exceeding benefits when mortality is valued with the median VOLY and a 25 to 40% probability when the Desaigues et al VOLY is applied. Again, there is substantially less than a 10% probability of a net cost when applying the VSL. Overall, results consistently indicate that the move to the MFR scenario would be beneficial to society on economic grounds. [Leaving aside the non-marginal nature of the scenario comparison, for the purposes of illustration.] The bias analysis indicates that (in the opinion of the author) there are more biases that either reduce estimates of benefits or increase estimates of cost than vice versa; in other words the biases overall appear likely to act against any package of measures passing a cost-benefit test. The weighted equivalent (again, here based on the author's views, rather than, e.g. an expert panel though there is no reason that such a panel could not be convened in the future) provides a very similar outcome. Accepting the views expressed in the bias analysis as a reasonable representation of reality would

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