{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Climate change ambition, social co-benefits and collaboration\n\n# Executive Summary\n\nTo maximise potential synergies between the climate change and social programmes and ensure that climate change mitigation is happening in a socially responsible and inclusive way, it is important to understand where these synergies can arise and whether cities are actively considering the environmental/social overlap in their actions. We consider four key areas of social co-benefits which include **improvement of public health, increased employment levels, reduced congestion and enhanced social inclusion**.\n\n**Therefore, through our KPIs we propose a way to assess how climate change ambition in cities may be linked to the social performance and an extent to which social considerations are incorporated in the cities’ climate change actions and collaborative initiatives.** This is done through three KPIs which are as follows:\n\n* **A)\tAmbition:** Climate change ambition is assessed by comparing mitigation targets set by cities with the global ambition of reaching net zero by mid-century. Given the difficulty of comparing city-level targets amongst differences in scope, base year and composition of emission sources, we develop a simplified measure of ambition based on the city’s target emissions pathway to 2050, relative to today’s emissions.\n* **B)\tSocial co-benefits:** Cities’ performance in relation to this indicator is assessed in two steps based on (B1) their performance in the four key areas of social co-benefits (health, employment, congestion and inclusion) evaluated through external publicly available datasets and (B2) the extent to which relevant social considerations are taken into account in the climate change actions underpinning the city ambition. Step B2 is designed to recognise that in most cases a city’s performance in the considered social areas will be a result of multiple factors unrelated to climate change actions or city policies in general and inresponse to that give greater value to cities’ actions.\n* **C)\tCollaboration:**  Collaboration is assessed in two steps whereby we (C1) first look at the overall collaboration level of the city administration and willingness of local companies to collaborate and then (C2) assess collaboration specifically in those areas which are likely to generate social co-benefits. Adding step C2 effectively increases the weighting of socially important collaboration in the overall collaboration scoring.\n\n![image.png](attachment:image.png)\n\nThe value of these KPIs is that they allow to quickly understand where cities stand in terms of their climate change ambition and actions/collaborations delivering social co-benefits and compare cities’ performance in these areas. Moreover, city-specific analysis in each key co-benefit area **(health, employment, congestion and inclusion)** can be derived.\n\nThe assessment was undertaken combining responses from cities and companies provided to CDP with external data sourced from public databases. We applied an NLP algorithm based on the Google BERT model to classify free text 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"}}},{"metadata":{},"cell_type":"markdown","source":"## Key principles and important considerations of KPI development\n* **City-specific context:** KPIs include adjustments to make comparison of cities as fair as possible by incorporating city specific metrics such as current and projected population and GDP per capita where it is reasonable.\n* **Adjustment to external factors:** Recognising the influence of external conditions on the cities’ climate and social performance (e.g. economic cycles or the current COVID-19 pandemic), all KPIs and supporting indicators are calculated on a scale of 0 to 1 with the best performing city always scoring 1 and the score of all other cities adjusted accordingly. This helps reflect external conditions and demonstrates how well cities are prepared for and can adjust to external impacts compared to others.\n* **Geographic scope:** While this methodology can be applied to cities worldwide, the numerical analysis of KPI calculation is carried out only for the US in line with the company data provided by CDP for the purposes of this competition. The ambition comparison however is provided for cities globally subject to the availability of relevant data in their responses.\n"},{"metadata":{},"cell_type":"markdown","source":"# KPI A: Climate change mitigation ambition\n\n## Approach\n\n**The first KPI looks to assess the climate change ambition of a city as measured through its emission reduction targets. The assessment is based on comparing cities’ ambition trajectories assuming that all cities will need to achieve net zero emissions by 2050 in line with the 1.5C IPCC scenario. The assessment is based on the targeted GHG emissions per capita. Economic performance measured through cities' GDP per capita is also taken into consideration to recognise the difference in cities’ economic conditions.**\n\n**Why look at ambition?**\n\nAssessing city mitigation ambition allows to set the scene for comparing climate change and social agenda in cities. It is recognised that assessing mitigation ambition without considering actual emission reduction performance and actions in both the adaptation and mitigation areas does not reflect the full picture. However, given that CDP are already scoring cities’ responses to assess their performance in these areas and recognising the extent of information required to assess it, we focused on the ambition part as the main climate change-related indicator. This is also aligned with the problem statement of this project which asked to assess how climate ambition is taking into consideration social aspects. We however recognise that further expansion of this approach to include climate change performance is recommended and can to a great extent be based on the existing CDP scoring methodology.\n\n## Justification of the approach\n\n*For full version of the approach justification and data used please see Appendix 1*\n\nThe comparison of city targets is significantly complicated by the fact that cities use different base years, target years and have varying scope of emissions which are covered by their targets. Given thar there is no widely applied way to compare targets, we base our assessment of ambition on the assumption from the [IPCC Special Report on Global Warming of 1.5C](http://www.ipcc.ch/2018/10/08/summary-for-policymakers-of-ipcc-special-report-on-global-warming-of-1-5c-approved-by-governments/) that in order to limit global warming to 1.5C the global community has to achieve net zero emissions by 2050. We assume that all cities should align their ambition to this target as it is a trajectory to zero that ultimately matters and compare their actual ambition to this benchmark. Moreover, we look not only at 2050 target but also at all intermediary targets plotting an assumed targeted emission reduction trajectory between now and 2050 thereby assessing targeted cumulative emissions. This approach therefore benefits cities who aim to achieve their decarbonisation sooner over those who envision steeper reductions further in the future. The trajectory plotting is adjusted by population and is ultimately assessed by incorporating the CDP per capita to reflect differences in cities’ economic situations.\n\n## Ambition calculation methodology\n\nTo calculate the ambition KPI, we plot the targeted emission reduction trajectory between 2020 and 2050. The plot presents three key pieces of information for each city:\n* the city's emissions\n* the city's level of ambition\n* a profile of the city's targets\n\nThe first two give an idea of the scale of the current emissions and the drive to quell it, respectively. This helps us to understand the cities or regions of most concern, and where further work (education, finance, collaboration) is needed to encourage targets in line with the 1.5C scenario pathway. \nTo reduce complexity in the limited time available we make some key exclusions, eventually covering 206 of the 566 worldwide cities (36%) and 81 of the 144 US cities (58%) with our metric. Our analysis is restricted to cities which do not fall into the exclusions listed below:\n* The city reports emissions targets (Q5.0a) covering all emission sources. (226/566)\n* The boundary of the target is equal to or greater than the city boundary. (218/566)\n\nOnce exclusions are handled, we take the targets as pairs of base year and target year and use the following process:\n1. Treating base- and target-year emissions equivalently (we refer to them collectively as ‘data points’), discard the greater emissions value wherever multiple values are found in the same future year (not pictured) - *See Note 1 below*. \n2. (Upper-left)Plot all reported target and base year emissions.\n3. (Upper-right) Connect each data point with its nearest neighbours with respect to time.\n4. (Lower-left) Trim the years of consideration to 2020-2050, linearly interpolating between the nearest data points which span the boundaries to obtain values for 2020 and 2050. In this way, for 2020, we estimate expected current performance *(see Note 2 below)*. Where target values do not extend to 2050, we assume a constant emissions profile. This measure penalises cities which did not develop long term emission reduction objectives.\n5. (Lower-right) Normalise the axes to fit on a unit square. Take the area under the curve to represent the target cumulative emissions, relative to today, to 2050. The ambition metric is then calculated using the complement to this value (1 - area_under_curve).\n\n![image.png](attachment:image.png)\n\n*Notes:*\n* *1. This is because, unless there are administrative errors, the greater value should always be a target- rather than a base- emissions value (emissions for base or current years should be known with certainty), if we assume that more recently specified targets would only act to increase ambition (increasing a target to match performance defeats the purpose of a target).*\n* *2. We deem the current emissions data to have quality issues or require excessive manipulation to be prepared during the competition, and hence take an interpolated value between targets as a proxy for current performance.*\n\n## Visualisation\nThe results of this assessment are then shown on the map and provide an easy visual understanding of the cities current emissions and the ambition of their targets. The numerical values of KPI A are then jointly considered with KPIs B and C so understand to what extent social action is incorporated in the cities plans to reach its targets. Note that we have computed these values, where possible, for cities worldwide.","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"import pandas as pd\nfrom bokeh.models import *\nfrom bokeh.plotting import *\nfrom bokeh.io import *\nfrom bokeh.tile_providers import *\nfrom bokeh.palettes import *\nfrom bokeh.transform import *\nfrom bokeh.layouts import *\n\n# Retreive data from calculation notebook\n_df = pd.read_csv('../input/cdp-abc/ambition_bokeh_plot_data.csv')\n\nscale = 2000\nplot_height = 600\nx = _df['web_merc_x']\ny = _df['web_merc_y']\n\n# Centre map on London (51.5074, 0.1278)\nx_min=int(14226.630 - (scale ** 2))\nx_max=int(14226.630 + (scale ** 2))\ny_min=int(6711542.475 - (scale ** 2))\ny_max=int(6711542.475 + (scale ** 2))\n\ntile_provider = get_provider(CARTODBPOSITRON)\n\nplot = figure(\n    title='City emissions trajectories (2020-2050)',\n    match_aspect=True,\n    tools='wheel_zoom,pan,reset,save',\n    x_range=(x_min, x_max),\n    y_range=(y_min, y_max),\n    x_axis_type='mercator',\n    y_axis_type='mercator',\n    height=plot_height,\n    width=750\n)\n\nplot.grid.visible = True\nmap = plot.add_tile(tile_provider)\nmap.level = 'underlay'\nplot.xaxis.visible = False\nplot.yaxis.visible = False\nplot.title.text_font_size='20px'\n\n# Create Bokeh server\noutput_notebook()\n\n\ndef bubble_map(plot, df, radius_col, scale, leg_label):\n    \"\"\" Add bubble map to existing Bokeh plot using \"\"\"\n    df['radius'] = [int(float(i)) * scale for i in df[radius_col]]\n    source = ColumnDataSource(df)\n    c = plot.circle(\n        x='web_merc_x', y='web_merc_y', color='colour', source=source, size=1, \n        fill_alpha=0.4, radius='radius', legend_label=leg_label, hover_color='red'\n    )\n\n    circle_hover = HoverTool(\n        mode='mouse', point_policy='follow_mouse', renderers=[c],\n        tooltips=\"\"\"\n            <strong>@city</strong><br>\n            Current: @current_year_emissions_mtco2e MtCO2e (@current_year_emissions_type)<br>\n                &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n                @current_year_emissions_per_capita tCO2e per capita<br>\n            Targets: <br>\n            <center>\n                <div>\n                    <font size=\"1\", style=\"float: center\">@_org_trajectory_rel{safe}</font><br>\n                </div>\n            </center>\n            2020-2050 target reduction profile (per capita):<br>\n            <font size=\"1\", style=\"float: center\">Area: @polygon_area</font><br>\n            <center>\n                <div>\n                    <img\n                    src=\"@image_files\" height=\"60\" alt=\"image\"\n                    style=\"float: center; margin: 0px 15px 15px 0px; image-rendering: pixelated;\"\n                    border=\"2\"\n                    ></img>\n                </div>\n            </center>\n        \"\"\"\n    )\n    circle_hover.renderers.append(c)\n    plot.tools.append(circle_hover)\n    plot.legend.location = 'top_right'\n    plot.legend.click_policy = 'hide'\n\n\n\nbubble_map(\n    plot=plot,\n    df=_df, \n    radius_col='current_year_emissions', \n    leg_label='Cities', \n    scale=0.01\n)\n\n# Create colour bar legend with custom title\ncolor_bar = ColorBar(\n    color_mapper=LogColorMapper(palette=\"Viridis256\", low=0, high=1), ticker=LogTicker(), \n    label_standoff=12, border_line_color=None, location=(0,0)\n)\ncolor_bar_title = '<<< less ambitous                                        more ambitious >>>'\ncolor_bar_plot = figure(\n    title=color_bar_title, title_location='right', height=plot_height, width=100, \n    toolbar_location=None, min_border=0, outline_line_color=None\n)\n\ncolor_bar_plot.add_layout(color_bar, 'right')\ncolor_bar_plot.title.align='center'\ncolor_bar_plot.title.text_font_size = '9pt'\n\nlayout = row(plot, color_bar_plot)\n\nshow(layout)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# KPI B: Social co-benefits\n\n## Approach\n\n**This step will assess cities’ performance in the four key areas where social co-benefits of climate actions which are typically identified ([Gouldson et al, 2018](http://newclimateeconomy.report/workingpapers/wp-content/uploads/sites/5/2018/06/CUT2018_CCCEP_final.pdf)). These four areas are: improvement of public health, increased employment levels, reduced congestion and enhanced social inclusion. It will be delivered in two steps to consider (B1) cities’ current performance in indicators related to these areas utilising external datasets and (B2) whether cities are taking into account these areas when designing their climate change and sustainability agenda. These two assessment steps will have equal weighting recognising the importance of taking actions in these areas at the same level as the performance itself.**\n\n## Selected social areas\n\nWhile many cities are implementing actions to reduce their emissions, the co-benefits of these actions, particularly in the social area, are becoming increasingly important as the negative impacts of climate change tend to disproportionately affect socially vulnerable groups. The review of literature related to the social co-benefits of climate change actions in cities suggests that the four main areas in which co-benefits can be expected are related to the improvement of public health, increased employment levels, reduced congestion and enhanced social inclusion ([Gouldson et al, 2018](http://newclimateeconomy.report/workingpapers/wp-content/uploads/sites/5/2018/06/CUT2018_CCCEP_final.pdf)). These four areas will constitute the bases of the assessment of social action co-benefits and will also be used in KPI C to analyse cities’ collaborative efforts. \n\n![image.png](attachment:image.png)\n\n\n## Justification of the approach\n\nIt is recognised that cities’ performance in the four selected areas of co-benefits will be a result of multiple factors, and hence the indirect effect of climate change actions may appear to be minor. In particular, the performance in these areas will be majorly impacted by the relevant sector-specific policies, both on the city and national level. Moreover, they will be affected by other factors external to a city which may include the impact of economic cycles or other significant drivers (e.g. the current COVID-19 pandemic). Therefore, the approach suggested for assessing cities’ performance is two-fold, whereby we\n* (Step B1) first consider the cities’ performance in the respective areas using the most suitable indicators based on the external data and then\n* (Step B2) cross-check whether a city has climate change or sustainability actions specifically taking into account these areas as included in the city’s CDP response.\n\nThese two assessment steps will have equal weighting recognising the importance of taking actions in these areas at the same level as the performance itself. 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"}}},{"metadata":{},"cell_type":"markdown","source":"## B1. Review city’s performance in relation to the four key co-benefit areas\n\nTo assess a city’s performance in each co-benefit area, we use the following set of indicators:\n\n### Health\n* Life expectancy at birth (External data: Centers for Disease Control and Prevention (CDC) 500 Cities: Local Data for Better Health)\n* Quality fo life:\n    * Air quality in cities: PM2.5, PM10, NO2, O3 and SO2 pollutant level for the most recent year available. (Q10.14)\n    * Green areas: Area of parks per capita (Q11)\n    * Access to potable water: Share of total population having access to potable water. (Q14.1)\n    * Food security: Share of people having food security. Complement of (Q12.6) \n\n### Employment\n* Employment status (External data: US Census/ American Community Survey)\n* Number of green jobs per capita (Q6.15)\n\n### Congestion\n* Average commute time (External data:  US Census/ American Community Survey)\n* Share of public transport use (Q10.1)\n\n### Inclusion\n* Economic inclusion index (External data: Urban Intitute)\n* Racial inclusion index (External data: Urban Intitute)\n\n\nThese indicators include data sources from external sources as well as the data provided in by cities in their CDP responses. For each indicator within co-benefit areas a weighting factor was selected to reflect importance of that indicator for the overall co-benefit performance assessment.\n\nThe weighting of each indicator is demonstrated below and the rationale for their selection is explained in detail in Appendix 2.\n\n![image.png](attachment:image.png)\n\n","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# B2. Inclusion of social factors into city climate change actions\n\nFollowing the assessment of the cities’ performance in four co-benefit areas, we then assess whether there are actions in the cities’ CDP responses which are directly or indirectly targeting these four areas. As mentioned earlier, while the performance of a city in relation to a given indicator is likely to depend on a great variety of factors, the targeted actions may appear to be even more important in reflecting the effort which a city is putting in improving its performance as well as how well a city has investigated the links between its climate change agenda and other social factors. The assessment of relevant actions is undertaken based on cities CDP responses listed in Appendix 2.\n\n## Assessment approach\n\nEach answer will gain either one or zero and the average value of all answers in each category will be taken as a final score in that category.  If a question is not answered, it will score zero. These questions were selected in line with the indicators chosen to calculate city performance in step B1.\n\n\n### NLP Approach\n\nWe trained an NLP algorithm on the manual scoring of approximately 500 reponses to targeted questions. The model chosen was a pre-trained BERT classifier which we added two linear layers to in order to function as a multilayer classifier. The algorithm is more thoroughly documented within the code (CDP:ABC-NLP). The scoring was done in line with the four co-benefit areas considered in the analysis. Some of the scoring principles are listed below by indicating which actions were likely to score points:\n\n* Health\n    * Actions tareting improvement of healthcare services, providing medical advice to the population, improvement of air quality in cities, creation of city parks and other action targeting reduction of the heat island effect, actions reducing health impacts of heat waves, increased use of bicycles, etc.\n    * At the same time, health of soil, trees etc received no points\n\n* Employment\n    * Actions targeting development of new skills and profesional training related to climate mitigation adaptation/projects, etc.\n    * Where a city described a project but not mention new jobs/skills, points were not awarded\n\n* Congestion\n    * Actions targeting increase of the piblic starnsport use, walking and cycling promotion, etc.\n    * Use of EVs was not scored to reducing congestion, however it got points in the health category for improvmeent of city air quality\n\n* Inclusion\n    * All actions specifically targeting the needs of vulnerable groups (low income, indigenous people, elderly, etc) etc.\n\n\n\nSimilar to step B1, the best performing city in each area of co-benefits will score one and the performance of all other cities adjusted accordingly. The average of the four will be then used as B2 score.\n"},{"metadata":{},"cell_type":"markdown","source":"# KPI: Collaboration\n\n## Approach\n\n**This KPI is designed to understand how active a city is in collaboration with local businesses and help identify actionable areas where city and corporate ambition can join taking into consideration social factors. This KPI is calculated in two steps: assessing (C1) the climate change collaborative action within the city by evaluating the extent of the cities’ collaboration initiatives and companies’ engagement actions, and assessing (C2) socially-adjusted collaborative action focusing specifically on collaboration in the areas of greatest social co-benefits. The analysis underpinning this KPI can help not only to assess the success level of the current collaboration but also identify opportunities for future company-city engagements.**\n\n## How to assess collaboration?\n\nThe complexity of collaboration evaluation arises due to three factors:\n* **(1) companies’ responses are not city-specific and often cover large international operations which does not allow linking any of their quantifiable responses with specific cities;**\n* (2) there is no information available on the overall number of companies in the city (general or broken down by sector, revenue, etc) which does not allow assessment of the share of companies who are collaborating with the city; and\n* (3) the CDP questionnaires do not ask cities or companies to report estimated emission reductions arising from existing or planned collaborations.\n\nTherefore, in this assessment we take the existence of the collaborative action as the main assessment factor, relying on the information reported to CDP by cities and companies.\n\n## Methodology\n\nThis methodology includes two steps to assess collaboration with\n* (C1) the first one focusing on the currently existing collaborative dynamics, and\n* (C2) the second one considering those collaborative efforts which are more likely to generate socially desirable co-benefits.\n\n\nTHe weighting of city and companies performace is 50:50.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# C1. Climate change collaborative action\n\nIn this step we first look to identify cities which report collaboration with companies and then look at companies which report various forms of engagement including those with policy makers. These two areas will have equal weighting and will be assessed as follows:\n\n### Cities: \n* We first review cities’ responses to identify those which reported collaboration with businesses in Q6.2. The CDP questionnaire provides a variety of options to answer this question. Given that estimated emission reductions from each form of collaboration are not reported, we take the **variety of the collaboration forms as a measure of the cities’ collaborative effort**. The scoring will be done as follows:\n    * *Q6.2. Does your city collaborate in partnership with businesses in your city on sustainability projects?*\n        * Each from of reported collaboration scores one point\n\n### Companies:\n* We then review companies’ responses to identify those which reported engagement in C12.3. There are four possible forms of engagement which each scoring one point. The average performance across all companies reporting in a given city will be calculated. All companies will be linked to respective cities through their HQs and the average score across the city will be calculated. The limitation of this approach is recognised as many companies will have extensive operations outside of the city of their HQ, however, we assume that if a company is engaged with policymakers/stakeholders across its operations it is likely to be open to engagement with the city of its HQ city. The scoring will be done as follows:\n    * *C12.3. Do you engage in activities that could either directly or indirectly influence public policy on climate-related issues through any of the following?*\n        * Each from of reported engagement scores one point\n* Similarly, to the previous KPIs, these scores will be normalized where the highest score will be classed as 1. The average of the city and the corporate scores will comprise the overall C1 score (50:50 weighting as it is assumed that both the city and companies have to collaborate for the collaborative action to be successful).\n"},{"metadata":{},"cell_type":"markdown","source":"# C2. Socially adjusted climate change collaborative action\n\nIn this step we specifically consider collaboration in those mitigation areas where social co-benefits are most common.\n* **For cities**, we focus on the four types of social co-benefits discussed in step B, which include public health, congestion, employment and inclusion.\n* **For assessing companies’ collaboration**, a different approach is taken. Therefore, we will only consider companies in these sectors as they are likely to represent higher value for achievement of social co-benefits. \n\nFor full list of city collaboration initiatives and combany type eligible to score points in C2, please see Appendix 3.\n\n### Cities: \nWe undertake the same form of assessment as in Step C1, however we only do it for selected areas and types of collaboration (see table below – the columns and selected options are aligned with the CDP questionnaire table). \n\n![image.png](attachment:image.png)\n\nEach collaborative initiative in these areas scores one point and a separate score for each of the four social indicators is calculated. Similar to the methodology in step B, each social indicator has an equal weighting of 25%. \n\n*Note: a review of CDP responses has highlighted that many cities include collaborative actions in their sectoral responses which are then not repeated in the collaboration section. For the completeness of the assessment, it would be beneficial to review and include collaborations disclosed in those questions as well. However, due to the limited time, in this assessment we only focus on responses in Q6.2.*\n\n","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"### Companies\n\nWe undertake the same form of assessment as in Step C1, however we only do it for companies in selected sectors. These sectors are the same as the collaboration areas selected for city C2 assessment and include public health and safety, transport (mobility), building and infrastructure and social services. These sectors are largely consistent with those listed in the literature review of the social co-benefits of low carbon cities ([Gouldson et al, 2018](http://newclimateeconomy.report/workingpapers/wp-content/uploads/sites/5/2018/06/CUT2018_CCCEP_final.pdf)) and those included in the CDP [City-business climate alliances guide](http://6fefcbb86e61af1b2fc4-c70d8ead6ced550b4d987d7c03fcdd1d.ssl.cf3.rackcdn.com/cms/reports/documents/000/004/732/original/City-Business-Climate-Alliances.pdf?1570550817) as those leading to wider engagement ecosystem. Considering sector classification available to CDP respondents, eligible sectors include those sectors listed below. (Please note, there are currently no companies reporting to CDP which are classified as social services providers so this sector is not reflected below).\n\nThe methodology is the same as in step C1 whereby each form of engagement from companies in these sectors will score one point and the average performance across all companies will be linked to the city.\n\nSimilar to KPIs A and B, the performance of the best performing city in each collaboration measure will score 1 and performance of all other cities will be adjusted accordingly. The total weighting of different responses in the KPI C assessment is presented below.\n\n\n\n\n"},{"metadata":{},"cell_type":"markdown","source":"# Discussion of results\n\nThe results of this assessment will deliver three main KPIs and four supporting indicators. \n\n![image.png](attachment:image.png)\n\nThe value of these results is that they allow to quickly understand where cities stand in terms of their climate change ambition and actions/collaborations delivering social co-benefits and compare cities’ performance in these areas. Depending on the obtained results, various insights can be derived in relation to specific cities and their performance. 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"}}},{"metadata":{},"cell_type":"markdown","source":"## Examples of methodology application to selected cities\n\n\nExamples of assessment for three selected US cities are presented below together with some quick insights which can be derived form the obtained KPIs.\n\nPlease note that the analysis also takes into consideration the economic performance of each city (as measured by GDP per capita), given that city wealth is an important factor of assessing cities’ performance. (Unfortunately the image of the table including GDP will not upload!).\n\n![image.png](attachment:image.png)\n","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"## Co-benefit analysis\n\nIn addition, analysis per area of social co-benefits can be derived. It will allow to understand how a city is performing in those areas as well as to see whether additional city actions or collaboration with companies may help strengthen it.\n\n### Example of Seattle\n\nAn example of social co-benefit area assessment for Seatlle is shown below. \n\n![image.png](attachment:image.png)\n\nNote: while in our methodology we did not separate collaboration areas by so-bemefit type, this can be considered as a potential step for further methodology developement.","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# Appendix 1\n\n# Ambition KPI calculation\n\n## Justification of the approach\n\nOverall, the comparison of city targets (as well as national or corporate targets) is significantly complicated by the fact that cities use different base years, target years and have varying scope of emissions which are covered by their targets. Globally, there are no widely applied approaches which would allow to compare target ambition in a way which would not penalise either early movers, or late comers to the climate change action arena. The approach developed by the [Climate Action Tracker](http://climateactiontracker.org/) may be one of the more comprehensive approaches which compares countries’ ambition by extrapolating their ambition level globally and assessing what global warming scenario it would lead to (e.g. +1.5C, +2C, etc.). This approach, however, requires an extensive volume of data about the performance of all countries for the extrapolation to be robust. Given the data limitations, we base our assessment of ambition on the assumption from the [IPCC Special Report on Global Warming of 1.5C](http://www.ipcc.ch/2018/10/08/summary-for-policymakers-of-ipcc-special-report-on-global-warming-of-1-5c-approved-by-governments/) that in order to limit global warming to 1.5C the global community has to achieve net zero emissions by 2050. We assume that all cities should align their ambition to this target as it is a trajectory to zero that ultimately matters and compare their actual ambition to this benchmark.\n\n\nWhile it is recognised that cities’ conditions vary significantly, which complicates the task of comparing their ambition level and emission reduction performance, the proposed methodology takes the city-specific considerations into account by adjusting the assessment results per capita (using both the current population figure as well as the population estimates in the future). These allows the methodology accommodate the topic of growing population in many cities, particularly in the developing countries. Further, the emissions reductions are inherently relative to each city’s own current performance, minimising any bias against cities relying on industries with higher emissions. Moreover, the assessment is adjusted by the level of the city wealth (as measured by the GDP per capita). \n\n\nThis approach takes into consideration not only the 2050 city target but also the pace at which decarbonisation is expected to be achieved by including any announced intermediary targets between today and 2050.  This is due to the fact GHGs emitted in the atmosphere accumulate having greater impact on the global climate change and therefore the sooner decarbonisation is achieved, the lower the cumulative impact of a city is. This is consistent with the approach of “carbon budgets” which refers to the overall allowable amount of additional emissions ([IPCC, 2019](http://www.carbonbrief.org/analysis-how-much-carbon-budget-is-left-to-limit-global-warming-to-1-5c)). This is particularly important as some cities (and countries) may be delaying their climate change actions expecting the development of more efficient and cheaper low carbon technologies while their cumulative emissions and impact continue to grow.\n\nFor this reason, our approach assesses the ambition of the climate change trajectory of each city thereby considering cumulative targeted future emissions. This approach therefore benefits cities who aim to achieve their decarbonisation sooner over those who envision steeper reductions further in the future. \n\n## Justification of used data\n\nIdeally, we would like to be able to check ambition relative to a city's current emission performance, and hence evaluate its current progress towards its target(s). However, responses to the question Q5.0a 'Percentage of target achieved so far' appear to have quality issues: a significant proportion of cities do not submit an entry for this field and a visual check of some of those who do suggest it is not completed consistently (for example, using the same percentage against different targets; in this case it is not clear which base level of emissions this is relative to as they are likely to be errors in the entered data). Instead, we could attempt to make use of data given in Q4.6: 70% of cities report current-year emissions inventories. However, the basis on which the targets and emissions inventories sit is particularly complex (see sub-questions within Q4.6 and variability in inventory data collection methodologies) and would need to be comparable for us to plot; this was considered too in-depth given the available time.\n\n\nAs such, we simplify the plot to be relative to the targeted emissions in the current year (2020). Where no such base or target exists in this year, we take the linear interpolation between the most recent base year emissions and next target year emissions. This assumes that the city has been decarbonising in line with its latest target up to 2020, falsely benefitting cities who are behind their target (assuming a linear trajectory) and hiding over-achievement of cities who are ahead of their target. However, the impact of this limitation on the overall KPI is considered to be minor compared to the impact of future targets. It is however recognised that using actual current emissions should be considered as a potential methodology enhancement step in the future.\n\n"},{"metadata":{},"cell_type":"markdown","source":"# Appendix 2\n\n# Indicators and questions scored for KPI B\n\n## KPI B1\n\nThe following information was used for the assessmen of KPI B1.\n\n### Public health\nPublic health is assessed 50:50 between longevity and factors contributing to the main quality of life aspects.\n* We use **life expectancy at birth** as an overarching health indicator. This higher-level indicator was chosen since more targeted health indicators, such as specific disease rates, may be hard to trace back to the lack of climate change actions. For example, research suggests that the most common diseases caused by poor air quality include stroke, heart disease, lung cancer and chronic respiratory diseases ([WHO, n.d.](http://www.who.int/teams/environment-climate-change-and-health/air-quality-and-health/ambient-air-pollution)). Poor air quality in cities is principally a result of fossil fuel burning from industry and inefficient transport networks and their decarbonisation will lead to reduction of air pollutants. At the same time, however, these diseases can be caused by a variety of other factors not related to air quality and have many confounding variables. Therefore, only a higher level indicator of life expectancy at birth was selected to assess city’s performance in the health area. It will have a weighting of 50% of the total health performance.\n* Additionally, the assessment includes CDP response data pertaining to the **overall quality of life** in the city and other factors directly or indirectly improving public health. The following factors are weighted equally at 12.5%:\n\n    * **Air quality in cities**: PM2.5, PM10, NO2, O3 and SO2 pollutant level for the most recent year available. (Q10.14)\n    * **Green areas**: Area of parks per capita (Q11)\n    * **Access to potable water**: Share of total population having access to potable water. (Q14.1)\n    * **Food security**: Share of people having food security. Complement of (Q12.6) \n\n### Employment\n\nEmployment IS assessed through the **employment status of the city population** (over 16 y.o).  Additionally, we will look at the number of green jobs reported by the city in the CDP questionnaire (Q6.15) adjusted by population in each city. Given the difficulty of calculating green jobs, its weighting will only be 10%, yet it will still be included as it is desirable for cities to estimate it. \n\n### Congestion\n\nWe use **average commute time** as a proxy for congestion in each city, based on external data. We supplement this with the **share of public transport use (Q10.1)**. Given that the use of public transport will very often depend on the geography of the city and will be more relevant for more densely populated cities, yet it is a desirable environmental objective, we will assign a weighting of 25% to this factor, while the congestion time will account for 75% of the score in this category.\n\n### Inclusion\nIn order to understand to what extent cities are inclusive both in economic and racial terms, we will use the economic and racial inclusion indices as developed by the [Urban Institute](http://apps.urban.org/features/inclusion/?topic=map). These indices rely on the US census data and are derived as follows:\n* **The racial inclusion index** is made up of five measures: racial segregation (white/person of colour dissimilarity index), homeownership gap, educational attainment gap, poverty rate gap, and share of people of colour.\n* **The economic inclusion index** is made up of four measures: income segregation (rank-order information theory index), rent burden, share of 16- to 19-year-olds who are not in school and have not graduated, and working poor.8\nThese two indices will have an equal weighting in the assessment of the inclusion performance.\n\n## KPI B2\n\nAssessment of KPI B2 relied on the responses which cities provided in their CDP responses, It used scoring of the drop down menu answers as well as questions where NLP analysis was applied.\n\n### Health \n* Q2.0b. Is public health listed as one of the areas/sectors covered by the risk and vulnerability assessment?\n    * Listed – full score\n    *  If not listed – zero score\n* Q2.2. Factors that affect ability to adapt: is public health included in the assessment?\n    * Text provided in “Please describe how the factor supports or challenges the adaptive capacity of your city”\n    * Explanation provided – full score\n    * No explanation provided – zero score\n* Q3.0. Do any of the actions include public health as a co-benefit?\n    * Yes – full score\n    * No – zero score\n*  Q3.0. Does any of the actions explain how public health is incorporated in the adaptation actions?\n    * Yes – full score\n    * No – zero score\n* Q10.7. Do you have a low or zero-emission zone in your city?\n    * Yes – full score\n    * No/Do not know – zero score \n* Q10.9. How many public access EV charging points do you have in your city and/or metropolitan area for the following types.\n    * Number of EV chargers adjusted per capita\n* Q14.2. Please select the actions you are taking to reduce the risks to your city’s water security\n    * If the answer is yes and 14.3 includes an adaptation action – full score\n    * If the answer is yes and no adaptation action included in 14.3 – zero score.\n    * If the answer is no – zero scored.\n* Q12.4 How does your city increase access to sustainable foods?\n    * Each “Yes” answer gains 25% of the score.\n\n### Employment\n*  Q3.5. Please explain how your city has addressed vulnerable groups through transformative action – employment is mentioned\n    *  If the description includes any actions related to employment – full score\n    *  If no employment-related action – zero score\n*  Q6.2. Does your city collaborate in partnership with businesses in your city on sustainability projects?\n    *  If the description includes any actions related to employment – full score\n    *  If no employment-related action – zero score\n*  Q6.3. Describe how your local/regional government collaborates and coordinates horizontally on climate action.\n    *  If the description includes any actions related to employment – full score\n    *  If no employment-related action – zero score\n\n### Congestion\n*  Q2.1. Is transport identified as areas/sectors covered by the risk and vulnerability assessment?\n    * Listed – full score\n    * If not listed – zero score\n*  Q5.4. Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government.\n    *  If one or more mitigation action related to “Mass Transit” is/are included – full score\n    *  If not included – zero score.\n*  Q5.5a. Please attach your city’s climate change mitigation plan below. If your city has both mitigation and energy access plans, please make sure to attach all relevant documents below.\n    *  If area covered includes “Transport (Mobility)” - full score\n    *  If not included – zero score\n\n### Inclusion\n*  Q3.0 Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate\n    *  At least one action includes “Social inclusion, social justice” as a co-benefit – full score\n    *  Not included – zero score\n*  Q3.5. Please explain how your city has addressed vulnerable groups through transformative action \n    *  If the description includes any actions to support inclusion/address inequality – full score\n    *  If not included – zero score\n\n\n"},{"metadata":{},"cell_type":"markdown","source":"# Appendix 3\n\n# Types of collaboration eligible to score points in for KPI C2\n\n\n### Cities\n\nType of city collaboration initatives which are eligible to score points for cosially adjusted collaboration are listed below. \n\nNote:\"Selected collaboration area\" and \"selected type of collaboration\" are columns in CDP responses. 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"}}},{"metadata":{},"cell_type":"markdown","source":"### Companies\n\nComapnies which are eligible to score points in the socially adjusted collaborative engagement are listed below. \n\nNote: \"Activites\" and \"sectors\" are taken from CDp company resitration forms.\n\n 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"}}},{"metadata":{},"cell_type":"markdown","source":"# References\n\n\nIntergovernmental Panel on Climate Change (IPCC). 2018. Summary for Policymakers of IPCC Special Report on Global Warming of 1.5°C approved by governments. Available at: https://www.ipcc.ch/2018/10/08/summary-for-policymakers-of-ipcc-special-report-on-global-warming-of-1-5c-approved-by-governments/\n\nClimate Action Tracker. n.d. Climate Action Tracker. Available at: https://climateactiontracker.org/\n\nCarbon Brief. 2018. Analysis: Why the IPCC 1.5C report expanded the carbon budget. Available at: https://www.carbonbrief.org/analysis-why-the-ipcc-1-5c-report-expanded-the-carbon-budget\n\nGouldson et al. 2018. The Economic and Social Benefits of Low-Carbon Cities: A Systematic Review of the Evidence. Available at: https://newclimateeconomy.report/workingpapers/wp-content/uploads/sites/5/2018/06/CUT2018_CCCEP_final.pdf\n\nWorld Health Organisation. n.d. Ambient air pollution. Available at: https://www.who.int/teams/environment-climate-change-and-health/air-quality-and-health/ambient-air-pollution\n\nUrban Institute. 2020. Measuring Inclusion in America’s Cities. Available at: https://apps.urban.org/features/inclusion/?topic=map\n\nCDP. 2019. CITY-BUSINESS CLIMATE ALLIANCES. A step-by-step guide for developing successful collaborations. Available at: https://6fefcbb86e61af1b2fc4-c70d8ead6ced550b4d987d7c03fcdd1d.ssl.cf3.rackcdn.com/cms/reports/documents/000/004/732/original/City-Business-Climate-Alliances.pdf?1570550817#"}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}