AndreaBozzo/ceres-open-data-index huggingface dataset:
Jobs by occupation and highest qualification

Estimates of number of jobs by industry sector, occupation and highest qualification of the jobholder. The data is taken from the Annual Population Survey and derived by the Office of National Statistics in response to ad hoc requests: 005357 covers the period 2002 to 2010, 004985 covers the period 2011 to 2014, 005733 covers the year 2015. The data covers the period 2002-2015 and is available for job numbers by occupation (1-digit SOC), job numbers by highest qualification held and occupation, and job numbers by industry by occupation (1-digit SIC). The next release of APS data is expected in April 2017.

Organization: Greater London Authority
Pay ratio of highest earner to median earner

The ratio of the annual earnings of the highest earner to the median earner for each organisation within the GLA Group, that is: Greater London Authority (GLA) Transport for London (TfL) Mayor's Office for Policing And Crime (MOPAC) Metropolitan Police Service (MPS) Old Oak and Park Royal Development Corporation (OPDC) London Legacy Development Corporation (LLDC) London Fire Brigade (LFB) For comparison, London and national figures from the ONS Annual Survey of Hours and Earnings (ASHE) have been provided. These show median earnings and the annual earnings of the 90th to 99th percentile of earners. This dataset is one of the Greater London Authority's measures of Economic Fairness. Click here to find out more.

Tags: economic-fairness
Organization: Greater London Authority
ONS Mid-Year Population Estimates - Custom Age Tables

Excel Age-Range creator for Office for National Statistics (ONS) Mid year population estimates (MYE) covering each year between 1999 and 2016 These files take into account the revised estimates for 2002-2010 released in April 2013 down to Local Authority level and the post 2011 estimates based on the Census results. Scotland and Northern Ireland data has not been revised, so Great Britain and United Kingdom totals comprise the original data for these plus revised England and Wales figures.This Excel based tool enables users to query the single year of age raw data so that any age range can easily be calculated without having to carry out often complex, and time consuming formulas that could also be open to human error. Simply select the lower and upper age range for both males and females and the spreadsheet will return the total population for the range. Please adhere to the terms and conditions of supply contained within the file. Tip: You can copy and paste the rows you are interested in to another worksheet by using the filters at the top of the columns and then select all by pressing Ctrl+A. Then simply copy and paste the cells to a new location. ONS Mid year population estimates Open Excel tool (London Boroughs, Regions and National, 1999-2016) Also available is a custom-age tool for all geographies in the UK. This full MYE dataset by single year of age (SYA) age and gender is available as a Datastore package here. Ward Level Population estimates Single year of age population tool for 2002 to 2015 for all wards in London. New 2014 Ward boundary estimates Ward boundary changes in May 2014 only affected three London boroughs - Hackney, Kensington and Chelsea, and Tower Hamlets. The estimates between 2001-2013 have been calculated by the GLA by taking the proportion of a the old ward that falls within the new ward based on the proportion of population living in each area at the 2011 Census. Therefore, these estimates are purely indicative and are not official statistics and not endorsed by ONS. From 2014 onwards, ONS began publishing official estimates for the new ward boundaries. Download here.

Organization: Greater London Authority
Taking Part Survey 2019-20 - London summary

The Taking Part survey is a continuous face to face household survey of adults aged 16 and over in England (and children aged 5 to 15 years old). The survey provides evidence for the Department for Digital, Culture, Media & Sport (DCMS) for measuring engagement with the cultural sectors in England. This report summarises the results from the 2019/20 adult survey and provides comparisons between London and the rest of England.It should be noted that all of the fieldwork took place prior to the COVID-19 pandemic. Fieldwork was terminated before its intended end date due to the COVID-19 coronavirus pandemic. DCMS do not expect that either the pandemic or reduced fieldwork has affected the accuracy of the estimates. Further details of the breakdowns presented in this report can be accessed through the data tables on the Taking Part survey webpage.

Tags: culture, social integration, survey
Organization: Greater London Authority
Public attitudes towards violent crime in London

The GLA conducted a representative survey of Londoners to understand attitudes towards violent crime. The survey was carried out by YouGov for the GLA between 23rd – 28th July 2021, with a response of 1,123 London residents aged 18+. The figures have been weighted and are representative of all London adults (aged 18+). Some figures have been compared against a previous survey carried out by YouGov for the GLA between 30th July – 2nd August 2018, with a response of 1,191 London residents aged 18+.

Organization: Greater London Authority
Workplace Employment by Industry, Borough

Employment (workplace) by industry from the Business register and employment survey (BRES). This data excludes self-employed but includes proprietors Employment = employees + working proprietors. Working Proprietors are sole traders, sole proprietors, partners and directors. This does not apply to registered charities. Numbers have all been rounded to the nearest 100 Before the BRES first existed in 2009, the ABI collected employment data by industry. The two surveys are not directly comparable. The BRES is a business survey which collects both employment and financial information. Only employment information for the location of an employees workplace is available from Nomis The BRES is based on a sample of approximately 80,000 businesses and is used to provide an estimate of the number of employees. The difference between the estimate and its true value is known as the sampling error. The actual sampling error for any estimate is unknown but we can estimate, from the sample, a typical error, known as the standard error. This provides a means of assessing the precision of the estimate; the lower the standard error, the more confident we can be the estimate is close to the true value. NOMIS website article This dataset excludes farm based agriculture data contained in SIC class 0100.The ABI was replaced by the Business Register and Employment Survey (BRES) from 2009 onwards, therefore this dataset will no longer be updated.More on ONS website

Tags: abi, annual-business-inquiry, borough-economic, business, employee, employment, industry, workplace
Organization: Greater London Authority
Young Londoners Fund Projects

Information on projects funded by the Mayor of London's Young Londoners Fund. This spreadsheet details the value of grants, types of activities delivered, the age range of people to be supported and the Boroughs in which the projects are delivered. The Mayor's Young Londoners Fund will help children and young people to fulfil their potential, particularly those at risk of getting caught up in crime. It will support a range of education, sport, cultural and other activities for children and young people.

Organization: Greater London Authority
Researching Community Collecting During COVID-19

The Community Engagement team at the Greater London Authority (GLA) commissioned this report to identify and examine past and present projects which involve collecting Londoners experiences of COVID-19 through a variety of creative and non-traditional materials. The purpose of the report is to: provide an overview of projects and activities which record Londoners COVID-19 stories and experiences. outline who is responsible for these projects and activities (individuals, museums, community groups, charities, community interest groups, non-profits, other institutions and organisations). analyse the voices of individuals/groups/communities targeted in the projects and activities. highlight obvious gaps in the collected data which can inform future programmes geographically map out projects and other activities which record COVID-19 stories and experiences across Greater London. The data provides insight into trends and patterns in COVID-19 collecting projects and activities that have been carried out in London from March 2020 to March 2021. Reflections and final suggestions on how to navigate these projects and activities for specific next steps in the Community-Led Recovery Programme, targeted missions, suggestions etc. will be discussed later in this report. In particular, this report provides information relevant to the London Community Story (LCS) Programme, one of the two strands of the Community-Led Recovery programme. Alongside this report is a dataset outlining 160 COVID-19 collecting projects that took place in London. The dataset gives project names, boroughs, material types, collecting organisation type and organisation names. We encourage you to use this dataset as a starting point and then do your own additional research on the 160 projects. If you are aware of a project that has not been included, please let us know and we can add it.

Organization: Greater London Authority
Socio-economic impact of COVID-19

This briefing presents evidence on the socio-economic impact of COVID-19 on London and Londoners​ Topics included in the briefing focus on recent data releases published in the preceding months that tell us how social policy issues are evolving in London since the start of the COVID-19 pandemic For more on the health and demographic impacts see the Demographic Impact Briefing and for labour market impacts see Labour Market Analysis. A page linking to all Covid-19 related data and analyses can be found here.

Tags: Demography, Education, economic activity, employment, health, healthcare, housing, population
Organization: Greater London Authority
Local Authority Housing Stock

Number of Local Authority dwellings.Figures in this table are unaudited by local authorities. Data before 2003/04 are more prone to errors as they were validated less rigorously. Where a local authority has become a Large Scale Voluntary Transfer (LSVT) authority it's stock would reduce to zero or a small number.The districts, unitary authorities and counties listed above are based on 1 April 1998 boundaries. Values related to any old local authorities which had gone through a boundary change have been redistributed to the relevant new local authority by proportioning based on the number of households falling within the new districts at the time.Data for each year are from the year in which they were reported. For example, 2007/08 data is from HSSA 2007/08 returns.See dwelling stock data on DCLG Website

Tags: council, dwellings, social-housing, stock, tenure
Organization: Greater London Authority
Impact of the Brexit trade deal on London's SMEs

Quantitative research with London's SMEs undertaken by the GLA's Opinion Research team. Online survey carried out by YouGov for the GLA between 5th–19th March 2021, with a response of 1,012 London businesses (owners or senior decision makers only). Sample weighted to be representative of all London businesses by size and sector, based on October 2020 Business population estimates data. Main objectives: To understand the immediate impact of Brexit and the trade deal on London’s SMEs, including which areas of business are the most/least affected, and which areas of the trade deal are causing the most confusion To assess the appetite of SMEs to continue/increase trading with the EU in light of the trade deal

Tags: Economic Activity, brexit, businesses, trade
Organization: Greater London Authority
Graduate outcomes in London

At the end of 2019 the Greater London Authority (GLA) commissioned the Social Market Foundation (SMF) to conduct research focusing on how the outcomes of graduates who have studied in London and those from London vary, by a range of different characteristics.This research uses a range of methods to gain insight into the outcomes of graduates who were domiciled in London prior to university and those who studied at a London institution. In particular, the SMF undertook a literature review of academic, government and policy papers on degree outcomes and the factors that interact with these; conducted descriptive analysis of data provided by the Higher Education Statistics Agency (HESA); and ran a series of logit regression models to look further into how different characteristics influence graduate outcomes when controlling for other variables. The data includes young first degree students studying at a Higher Education Institution within London and students domiciled in London prior to university who study outside of the capital. The data includes four cohorts from the academic years 2010/11 to 2013/14.

Tags: graduate, higher education, university
Organization: Greater London Authority
London Community Response Survey

This dataset presents results of a weekly questionnaire sent to a cohort of frontline civil society organisations from April 2020. The results are being used alongside a range of other pieces of intelligence to inform the pan-London response to the COVID-19 pandemic.The week one questionnaire asked organisations a number of profile questions to understand more about the work they do.Questionnaires from week two onwards have asked organisations about patterns of need they are seeing amongst their beneficiary groups in the last week. Responses to these questions are linked back to the week one profile questions, where possible, to understand how responses vary between different types of organisations.This is also an ongoing 'on-boarding' questionnaire sent to new members of the cohort. This replicates the profile questions in the week one questionnaire, allowing the cohort to grow over time.The cohort was recruited using contacts already held by the Greater London Authority, and also incorporated a 'snowball sampling' technique whereby larger infrastructure organisations were encouraged to forward the invite to smaller organisations they work with.When reading these results, it is important to bear in mind that the cohort is relatively small and not fully representative of all civil society organisations in London. For these reasons, the results should be used alongside other pieces of intelligence and should not be used to make claims about civil society in London as a whole.If you represent a civil society organisation and would like to take part, please email us at civilsociety@london.gov.uk

Organization: Greater London Authority
LFB Payments over £250 - 2020/21

This dataset is for 2020/21 (April 2020 to March 2021) only. See also: Data for 2019/20 Data for 2018/19 Data for 2017/18 Data for 2016/17 and earlier Payments over £250 made by the London Fire Brigade* as part of the government and Mayor of London's transparency agenda.The Local Government Transparency Code 2015 requires the data to indicate VAT for payments which cannot be recovered; there are no such payments for LFB as all VAT is recoverable.The Transparency Code also requires a 'merchant category' to be added to payment details. LFB has 'ProClass' data and this is added to published data. Please note that most of LFB suppliers and contractors currently have a ProClass classification but a small number of payments may not have a ‘merchant category’.* The London Fire Commissioner is the fire and rescue authority for London and runs the London Fire Brigade (LFB).

Tags: LFB, LFC, London Fire Brigade, london fire commissioner, payments
Organization: Greater London Authority
GLA Population Projections - Custom Age Tables

This Excel based tool enables users to query the raw single year of age data so that any age range can easily be calculated without having to carry out often complex, and time consuming formulas that could also be open to human error. Each year the GLA demography team produce sets of population projections. The full raw data by single year of age (SYA) and gender are available as Datastore packages at the links below. How to use the tool Simply select the lower and upper age range for both males and females (starting in cell C3) and the spreadsheet will return the total population for the range.Find out more about GLA population projections on the GLA Demographic Projections page Click here for an archive of population projections from previous years that have since been superseded. 2019-based projections (published November 2020) Central range (upper bound) Central range (lower bound) Low population variant High population variant 2016-based projections (published July 2017) Housing-linked projection incorporating data from the 2016 SHLAA Ward-level projections consistent with the borough housing-led model Ethnic group projections consistent with the borough housing-led model (50MB file)

Tags: age, bespoke, boroughs, custom, demographics, demography, estimates, growth, population, table, tool, wards
Organization: Greater London Authority
London Plan AMR 16 tables and data

The London Plan Annual Monitoring Report (AMR) 16 focuses on the period from 1st April 2018 to 31st March 2019. It provides information about progress being made in implementing the policies and addressing the objectives of the London Plan 2016 by showing how London is performing against the 24 Key Performance Indicators (KPIs) identified in Chapter 8 of the London Plan 2016.Chapter 3 of the AMR provides additional performance measures and statistics, and includes the Housing Provision Annual Monitor which uses the planning permissions data from the London Development Database to provide a more detailed assessment of housing development in London than is shown by the KPIs.All of the tables from Chapters 2 (KPIs) and 3 (Additional performance measures and statistics) are provided below, along with the housing data used in the Housing Provision Annual Monitor.A PDF of AMR 16 can be downloaded from https://www.london.gov.uk/what-we-do/planning/implementing-london-plan/monitoring-london-plan

Organization: Greater London Authority
Life Expectancy at Birth and at Age 65, Borough

Life expectancy at birth and age 65 by sex.Data for 2000-2002 to 2008-2010 revised on 24 July 2013.Local authorities based on boundaries as of 2010.England and Wales figures - non-resident deaths included.Figures given for 3 combined years to increase reliability at local levels.UK data: http://www.ons.gov.uk/ons/rel/subnational-health4/life-expec-at-birth-age-65/index.htmlDownload more from ONS website

Tags: age-65, barking-and-dagenham, barnet, bexley, births, brent, bromley, camden, city-of-london, croydon, ealing, enfield, expectancy, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, health, hillingdon, hounslow, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, life, merton, newham, redbridge, richmond-upon-thames, southwark, sutton, tower-hamlets, waltham-forest, wandsworth, westminster
Organization: Greater London Authority
What can we learn about social integration in London from Twitter?

At the beginning of 2019 the Greater London Authority (GLA) commissioned Ipsos MORI to develop a deeper understanding of social integration using publicly accessible Twitter data. The research sought to measure the sentiment expressed in Tweets sent within and about London across a range of social integration sub-topics. It also sought to assess how the topics and sentiment contained in Tweets differed by demographic and by London Borough.The research also aimed to identify a methodology that could be repeated at different points in the future to collect comparable data, so that changes in sentiment or topic frequency could be tracked over time.Twitter was found to be a rich source of information relating to social integration in London. It provided anecdotal insight into the impact of social integration; both positive and negative. However, findings from Twitter - while of value in their own right - cannot be generalised to the wider population.

Organization: Greater London Authority
Social Integration Headline Measures

The Mayor is committed to measuring social integration in London. Providing evidence-based analysis of the state of social integration will allow him to shine a light on the whole city.Accompanying the Social Integration Strategy published in March 2018, the Mayor published a set of measures tracking social integration in London. These measures were selected from existing high-quality datasets, such as large-scale central government surveys, research council surveys, and administrative data.City Hall picked these 18 measures to cover the three main parts of social integration (relationships, participation and equality), choosing measures which are robust over time.The social integration measures were updated in June 2019, following the publication of the headline findings of the Survey of Londoners. The Survey of Londoners has provided much needed extra evidence on the state of social integration in London. Consequently, the initial list of 18 measures has been revised and expanded on, so that there are now 30 measures of social integration in London.

Tags: borough-economic, clevercities, social integration
Organization: Greater London Authority
Major Summer Heat Spots using Landsat-8 Thermal Satellite data

Fine resolution satellite thermal data can be used as a basis for mapping the spatial distribution of urban surface temperatures and identifying urban hotspots. This dataset has been produced from satellite-derived land surface temperature (LST) data for the Greater London Area by ARTi Analytics BV as part of EXTREMA Global portfolio of services and reveals the city’s major daytime summertime hotspots. Outline methodology For spatial resolutions coarser than 30 m it can be reasonably assumed that the urban LST hotspots coincide with the urban air temperature hotspots1. Hence, thermal satellite data can be used so as to identify intra-urban areas with elevated temperatures.To generate a dataset that presents the LST spatial distribution and the corresponding hotspots for GLA, a five-year (2016-2020) time series of satellite-derived 100 m daytime LST images (in °C) is employed. The utilized data correspond only to summer months (i.e. June, July and August) so as to capture the hotspots with the most important impact on thermal discomfort, human health and energy demand, and are derived from Landsat-8 thermal infrared images.The next step after estimating the 2016-2020, average, summertime, daytime LST is to aggregate them to city block level. In addition to the average LST (avgLST), the avgLST standard deviation, minimum and maximum for each city block are also estimated. The aforementioned statistics are stored as new attributes in the Urban Atlas polygons and the updated vectors are then exported as a new shapefile. The spatial extent of this output shapefile corresponds to the boundaries of GLA.

Tags: urban heat island
Organization: Greater London Authority