Understanding Recent Fertility Trends in the UK and Improving Methodologies for Fertility Forecasting

Lead Research Organisation: University of St Andrews
Department Name: Geography and Sustainable Development

Abstract

The last two decades have witnessed dramatic fluctuations in fertility levels, which were not predicted by demographers or government statisticians: Fertility significantly increased in the first decade of the 21st century, whereas it has declined thereafter. These fluctuations have significant implications for planning and policy making, at both national and local levels. For example, the fertility increase between 2001 and 2012 led to more than 60 thousand additional births in the UK annually. The causes of the recent fertility dynamics are unclear. Some researchers attribute the recent fluctuations in fertility levels to changes in fertility timing - i.e. the postponement or acceleration of childbearing. Others emphasise the importance of changes in population composition or changes in childbearing behaviour in response to past policy changes and the post-2008 economic recession. Birth registration data used by government statisticians at the Office for National Statistics (ONS), National Records of Scotland (NRS) and Northern Ireland Statistical Research Agency (NISRA) inform us about the total number of births and aggregated fertility measures; however, they do not provide information about childbearing trends by parity (birth order), which is critical to understanding and predicting fertility trends. High-quality large-scale longitudinal data provide the opportunity to conduct a detailed analysis of parity-specific fertility; for example, to determine whether fertility has recently declined because of the (further) postponement of childbearing and increased childlessness among women or because of declining family size among mothers (e.g. fewer third births).

Childbearing is naturally a sequential process; decisions on having an additional child are likely to be evaluated on the basis of experience with previous children. Detailed analysis of fertility by parity will thus significantly enhance our ability to forecast future fertility. In this project we will harmonise census-linked administrative data from the ONS Longitudinal Study, Scottish Longitudinal Study, and Northern Ireland Longitudinal Study, together with survey data from the Understanding Society study.

The project is thus novel in that it uses data from the all four UK constituent countries; focuses on the analysis of childbearing trends by birth order, and brings together experts in demography and statistical forecasting to develop better methods for fertility forecasting.

First, we will calculate annual parity-specific fertility rates by UK country to determine how much changes in fertility levels are attributable to the changes in first, second, third or fourth births. We will then adjust fertility rates for characteristics of that population (e.g. place of birth, educational level) to determine how much a change in fertility levels in the UK over time is attributable to changes in population composition, and how much to changes in childbearing behaviour, possibly as a result of changing policies and economic environment. Finally, we will use information on parity-specific fertility to forecast future fertility levels in the UK using Bayesian methodology.

The project will bring together researchers from the Universities of St Andrews and Southampton, as well as government statisticians from ONS, NRS, and NISRA, to work on an important policy-relevant topic. The project will greatly improve our understanding of the factors associated with changing fertility dynamics in the UK and will show how existing large-scale longitudinal datasets can be used for cross-country analysis of fertility by birth order. It will also significantly improve the methodology used for fertility forecasts for the UK and its constituent countries. A better understanding of the present childbearing trends and forecast of the future developments will be critical to inform the planning of demand for various public services (e.g., nurseries, school places and housing).

Planned Impact

Who will benefit from this research?
The project will have both academic and societal impact. The major group of academic beneficiaries will be researchers from the fields of demography, sociology, political science, economics, human geography, social statistics, social policy, and others interested in measuring, explaining and forecasting human fertility. The major group of non-academic beneficiaries will be family, population and social policy analysts and government statisticians working at the statistical offices of the UK's constituent countries: the Office for National Statistics (ONS), the National Records of Scotland (NRS) and the Northern Ireland Statistics and Research Agency (NISRA); and at local authorities. ONS and NRS are the project partners and NISRA and two local authorities are the key stakeholders (the Greater London Authority and Hampshire County Council). We also expect that people involved in decision-making in the areas of family, population and social policies will be interested in the results of the study. Finally, the results of the project will be of interest to the general public in the UK.

How they will benefit?
The project will provide rich and reliable information on childbearing dynamics in the UK; it will investigate the causes of changing fertility levels and will develop improved methodologies for fertility forecasting. The results of the project are, first, of interest of academic researchers as they will deepen our understanding of the reasons for significant short-term fluctuations in fertility levels in advanced economies and will provide better tools to analyse current childbearing trends and project future developments. Second, the proposed methodology for fertility analysis and forecasting will help the UK's statistical agencies and local authorities produce more accurate population projections at national, country and local levels. Improved projections are critical to estimate future need for hospital delivery, school places and demand for housing at national and sub-national levels. Third, the results of the project will be important for people involved in decision-making in the areas of family, population and social policies to understand whether and how family policies introduced in the UK in the late 1990s have shaped childbearing trends and patterns in the UK. Finally, it is equally important to inform the general public on the short- and long-term fertility trends in the UK and their impact on wider population and social trends (e.g. population ageing).
 
Description The FertilityTrends project examines the significant fluctuations in fertility levels in the UK in the last three decades, investigates their causes, and develops improved methodologies for fertility forecasting. The project primarily uses data from the ONS Longitudinal Study (LS), Scottish Longitudinal Study (SLS), and Northern Ireland Longitudinal Study (NILS). These are all complex studies where administrative data (including birth records) have been linked to census records for a sample of the population.

The United Kingdom experienced significant fluctuations in fertility levels in the first decades of the 21st century. In 2001, after a decade of fertility decline, the total fertility rate (TFR) was 1.63. In 2012, after a decade of increase, the figure was 1.93. Since 2012 fertility has declined to a TFR of 1.60 in 2020. Fertility dynamics have been similar in the four constituent countries of the UK, but the levels have varied significantly. Rates in Northern Ireland are 5 percent higher than England or Wales (which are more similar) and 10 percent lower in Scotland.

Why has total fertility significantly changed in the last three decades? Our novel analysis of fertility trends by birth order showed that declining first-, second- and third-birth rates contributed to declining fertility in the 1990s. Changes in first-birth rates have explained most fluctuations in total fertility since the turn of the century. First-birth rates declined in the 1990s, increased in the first decade of this century and have declined thereafter. The timing of parenthood (the postponement of childbearing or the stopping of it) has been mostly responsible for the changes in first-birth rates. Second- and third-birth rates declined in the 1990s; second-birth rates remained relatively stable in the first decades of this century, whereas third-birth rates slightly increased. Finally, we observed relatively similar fertility trends and timing in England and Wales and in Scotland, but significantly lower second- and third-birth rates in Scotland.

How should we explain the long-term postponement of childbearing and the relative stability in the second- and third-birth levels despite the postponement of family formation? The gradual postponement of family formation could be explained by increased educational enrolment and level of the population and by long-term economic changes that have led to increased uncertainty. Economic uncertainty would also predict declining second- and third-birth levels. It is possible that the stability in second- and third-birth patterns is supported by welfare state provisions and policies, which increasingly promote the reconciliation of work and employment. For example, access to government subsidised childcare has increased in the UK over the past two decades to all parents and the age of children entitled to free childcare has been lowered. Briefly, parenthood is postponed due to the economic uncertainty experienced in young adulthood, but when a couple (finally) feels confident to have a child they feel supported to also have a second and a third child.

Why are the Scottish women less likely to have a second and third child than women in England and Wales? Our research shows that abortion rates are lower (rather than higher) in Scotland than in England and Wales and that there are no differences in fertility preferences between these countries. However, the Scottish women have less certain intentions than those in England and Wales. The main differences thus must be because of the (economic) opportunities. This is a topic, which will require further research.

We also examined mechanisms through which the COVID-19 pandemic could influence future childbearing in the UK. We expected that the COVID-19 pandemic and related uncertainty would depress fertility, particularly among younger people. Because fertility at all ages was declining before the onset of the pandemic, this could mean a further decline in total fertility to historically low UK levels. We developed a number of scenarios to examine the possible impact of the pandemic on numbers of live births. Our projections showed that for three scenarios out of four, fertility was expected to decline over the next 3 years, leading to significantly fewer births annually compared with the pre-pandemic period.

The project has developed methods for fertility projections. We proposed a Bayesian parity-specific fertility projection model within a generalized additive model framework, estimating smooth age-cohort rate surfaces for each parity simultaneously. Our key innovation is the incorporation of constraints on parity progression ratios, which increase forecast precision and accuracy. Our findings indicate that a parity-specific approach could lead to more plausible and reliable fertility projections, aiding government planners in their decision-making and enabling more tailored policy solutions.

We organised two training workshops for government statisticians and academic and non-academic researchers on how to analyse trends in parity-specific fertility and how to conduct fertility projections using information on birth order. In total, 142 people participated in the two workshops.
Exploitation Route Who benefits from this research?
The project has both academic and societal impact. The major group of academic beneficiaries are researchers from the fields of demography, sociology, political science, economics, human geography, social statistics, social policy, and others interested in measuring, explaining and forecasting human fertility. The major group of non-academic beneficiaries are family, population and social policy analysts and government statisticians working at the statistical offices of the UK's constituent countries: the Office for National Statistics (ONS), the National Records of Scotland (NRS) and the Northern Ireland Statistics and Research Agency (NISRA); and at local authorities.

How do they benefit?
The project provides rich and reliable information on childbearing dynamics in the UK; it investigates the causes of changing fertility levels and develops improved methodologies for fertility forecasting. The results of the project are, first, of interest of academic researchers as they deepen our understanding of the reasons for significant short-term fluctuations in fertility levels in advanced economies and provide better tools to analyse current childbearing trends and project future developments. Second, the developed methodology for fertility analysis and forecasting helps the UK's statistical agencies and local authorities produce more accurate population projections at national, country and local levels. Improved projections are critical to estimate future need for hospital delivery, school places and demand for housing at national and sub-national levels.
Sectors Communities and Social Services/Policy,Healthcare,Government, Democracy and Justice

URL https://fertilitytrends.wp.st-andrews.ac.uk/
 
Description 1. We prepared and published a review of recent fertility trends in the UK and potential impacts of Covid-19. We projected fertility for the period of 2021-23 using information on past fertility trends (e.g. the average of the last 5 years) and assumptions about the effect of Covid-19 on childbearing behaviour (e.g. the Covid pandemic will likely depress fertility, especially among younger people). Overall, our projections showed a continued fertility decline in the UK. We published the results in an academic journal and in a policy brief (2021); the results are of interest to the ONS and NRS population analysis and projection teams. 2. We discussed our research with UK government Permanent Secretaries and National Statistician (October 2021). 3. We have contributed to the National Population Projections Expert Advisory Group activities (2021). 4. In collaboration with the Scottish Government Population Team, the project team organised a workshop on recent fertility trends (November 2022). Workshop participants included invited guests from the Office for National Statistics (ONS), National Records of Scotland (NRS), and the Finnish Population Research Institute. 5. We organised two training workshops for government statisticians and academic and non-academic researchers on how to estimate trends in parity-specific fertility and how to conduct projections using information on birth order (September-October 2022). In total, 142 people participated in the two workshops. 6. The project has had significant media impact - including the research being discussed on the BBC Radio 4 PM programme, in The Telegraph, The Times, The Financial Times, The Guardian, The Independent, The Scotsman, The Observer. Please see the links on the project webpage: https://fertilitytrends.wp.st-andrews.ac.uk/impact/.
First Year Of Impact 2021
Sector Government, Democracy and Justice
Impact Types Societal,Policy & public services

 
Description Contribution to the National Population Projections Expert Advisory Group meeting
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
Impact Made an intellectual contribution to population projection by ONS.
 
Description Discussion with UK government Permanent Secretaries and National Statistician
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
 
Description Presentation at the monthly ONS meeting on 'Combining data sources to develop a Bayesian projection model for England and Wales fertility'.
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
 
Description Presentation at the monthly ONS meeting on 'Combining data sources to develop a Bayesian projection model for England and Wales fertility'.
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
 
Title Method to compare fertility rates by parity across countries 
Description This method proposes a way of comparing fertility rates across countries when individual-level data cannot be released to another country for comparative analysis. The approach is as follows: The individual-level data are used to calculate aggregated event-time (or occurrence-exposure) tables for each country, which are aggregated by different combinations of socio-demographic variables; the country files are then merged into one common database and the data are analysed by using a Poisson regression model. 
Type Of Material Data analysis technique 
Year Produced 2023 
Provided To Others? No  
Impact Other researchers have been interested in the method. The method was first applied in 2017; now we show its use in a different context. 
 
Description Invited presentation at National Records of Scotland, 20 February 2020 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact At this Seminar, Ann Berrington (with input from Kerry Miller) presented a talk on 'Understanding fertility trends in the constituent countries of the UK: Existing knowledge and unanswered questions'. The talk took place in Ladywell House, Edinburgh. The main aim of the talk was to introduce FertilityTrends, a new ESRC-funded project, to a wider audience. Also to provide an overview of the project, the team involved and stakeholder input, and to reach out to those who may be able to provide further insight.
Year(s) Of Engagement Activity 2020
URL http://www.cpc.ac.uk/activities/full_events_calendar/518/CPC_Seminar__Understanding_fertility_trends...
 
Description Poster at the IUSSP International Population Conference, December 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Bernice Kuang shared a poster 'Cross-national differences in the use of contraception and abortion services between England, Wales and Scotland'.
Year(s) Of Engagement Activity 2021
URL http://fertilitytrends.wp.st-andrews.ac.uk/files/2021/12/Cross-national-differences-in-the-use-of-co...
 
Description Presentation at the 4th Annual Academy of the International Max Planck Research School, 13 December 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Professor Hill Kulu presented 'Fertility trends by birth order in Britain: The comparison between England and Wales, and Scotland' at the 4th Annual Academy of the International Max Planck Research School (Population, Health, Data Science) in Rostock on 13 December 2022.
Year(s) Of Engagement Activity 2022
 
Description Presentation at the British Society for Population Studies (BSPS), 6 September 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Bernice Kuang presented on 'Educational differences in childbearing by parity: A cross-national comparison of England & Wales, Scotland and Northern Ireland'.
Year(s) Of Engagement Activity 2022
 
Description Presentation at the British Society for Population Studies (BSPS), 7 September 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Hill Kulu presented on 'Fertility trends by birth order in Britain: The comparison between England and Wales, and Scotland'.
Year(s) Of Engagement Activity 2022
 
Description Presentation at the British Society for Population Studies (BSPS), 7 September 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Sarah Christison presented on 'Understanding the realization of jointly held residential mobility and fertility intentions: How has the sequencing of intention fulfilment changed over time?'
Year(s) Of Engagement Activity 2022
 
Description Presentation at the British Society for Population Studies conference, 14 September 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Bernice Kuang presented on 'Cross-national differences in the use of contraception and abortion services between England, Wales and Scotland'.
Year(s) Of Engagement Activity 2021
URL https://www.lse.ac.uk/social-policy/research/Research-clusters/british-society-for-population-studie...
 
Description Presentation at the British Society for Population Studies conference, 14 September 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Sarah Christison presented on 'Moving home or having a baby: what comes first? Understanding the realisation of jointly held childbearing and mobility intentions in UK'.
Year(s) Of Engagement Activity 2021
URL https://www.lse.ac.uk/social-policy/research/Research-clusters/british-society-for-population-studie...
 
Description Presentation at the British Society for Population Studies conference, 15 September 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Hill Kulu presented on 'Two decades of fertility fluctuation in Great Britain'.
Year(s) Of Engagement Activity 2021
URL https://www.lse.ac.uk/social-policy/research/Research-clusters/british-society-for-population-studie...
 
Description Presentation at the British Society for Population Studies conference, 15 September 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Joanne Ellison presented on 'Combining data sources to develop a Bayesian fertility projection model for England and Wales'.
Year(s) Of Engagement Activity 2021
URL https://www.lse.ac.uk/social-policy/research/Research-clusters/british-society-for-population-studie...
 
Description Presentation at the British Society for Population Studies conference, 15 September 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Ann Berrington presented on 'Recent trends in UK fertility and scenarios for impact of COVID-19'.
Year(s) Of Engagement Activity 2021
URL https://www.lse.ac.uk/social-policy/research/Research-clusters/british-society-for-population-studie...
 
Description Presentation at the British Society for Population Studies conference, September 2020 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Berrington, A., et al. Using vital registration data to understand differences in childbearing patterns between the four countries of the UK. (Presented at British Society for Population Studies conference, September 2020.) For submission to an international journal.
Year(s) Of Engagement Activity 2020
 
Description Presentation at the European Population Conference (EPC), 1 July 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Bernice Kuang presented 'Changing Educational Patterns of Childlessness in the United Kingdom: A Comparison of England, Wales, Scotland and Northern Ireland'
Year(s) Of Engagement Activity 2022
URL https://epc2022.eaps.nl/abstracts/210842
 
Description Presentation at the IUSSP International Population Conference, 10 December 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Ann Berrington presented on 'Scenario-based fertility projections incorporating impacts of COVID-19'.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=85Va-nwFCf4
 
Description Presentation at the IUSSP International Population Conference, 6 December 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Joanne Ellison presented on 'Improving methodology for fertility forecasting through the incorporation of individual-level data and population-level parity information'.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=rgXgnpI5Eeg
 
Description Presentation at the IUSSP International Population Conference, 7 December 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Hill Kulu presented on 'Two decades of fertility fluctuation in Great Britain'.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=Z6Lg7TJIhSg
 
Description Presentation at the Nordic Demographic Symposium, 11 June 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Sarah Christison presented on 'Fertility Behaviour and the Residential Context: a longitudinal analysis of fertility trends in Scotland'
Year(s) Of Engagement Activity 2022
URL http://nds2021.demografi.no/
 
Description Presentation at the Nordic Demographic Symposium, 9 June 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Bernice Kuang presented 'Changing Educational Patterns of Childlessness in the United Kingdom: A Comparison of England, Wales, Scotland and Northern Ireland'
Year(s) Of Engagement Activity 2022
URL http://nds2021.demografi.no/
 
Description Presentation at the Pandemic Babies Conference, 14 December 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Ann Berrington presented on 'Scenario-based fertility projections incorporating impacts of COVID-19'.
Year(s) Of Engagement Activity 2021
URL https://www.demogr.mpg.de/mediacms/16381_main_Berrington%20Scenarios%20Pandemic%20Babies%20presentat...
 
Description Talk at the British Society for Population Studies (BSPS) Annual Conference in Winchester, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Roughly 20 academics, postgraduate students and industry experts attended my talk entitled "Improving methods for fertility forecasting through the incorporation of parity information", which inspired some questions and discussion afterwards.
Year(s) Of Engagement Activity 2022
URL https://www.lse.ac.uk/international-development/research/british-society-for-population-studies/Asse...
 
Description Talk at the European Population Conference in Groningen, Netherlands 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Roughly 25 academics, postgraduate students and industry experts attended my talk entitled "Improving methods for fertility forecasting through the incorporation of parity information", which inspired some questions and discussion afterwards.
Year(s) Of Engagement Activity 2022
URL https://epc2022.eaps.nl/abstracts/210815
 
Description Talk at the Nordic Demographic Symposium in Oslo, Norway 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Roughly 20 academics, postgraduate students and industry experts attended my talk entitled "Improving methods for fertility forecasting through the incorporation of parity information", which inspired some questions and discussion afterwards.
Year(s) Of Engagement Activity 2022
URL http://nds2021.demografi.no/wp-content/uploads/2022/06/NDS_2022_booklet_0806_corr.pdf
 
Description Talk at the Royal Statistical Society (RSS) International Conference in Aberdeen, Scotland 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Roughly 15 academics, postgraduate students and industry experts attended my talk entitled "Projecting UK Fertility by Parity using Bayesian Generalized Additive Models", which inspired some questions and discussion afterwards.
Year(s) Of Engagement Activity 2022
URL https://virtual.oxfordabstracts.com/#/event/2726/submission/127
 
Description Training Workshop - Fertility Analysis by Birth Order - 30 September 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact 83 people attended an online Training Workshop we hosted on 'Fertility Analysis by Birth Order'. The workshop introduced parity-specific fertility measures and methods to calculate fertility by birth order. It introduced data sources and demonstrated the calculation of fertility rates by parity using individual-level data. The majority of the demonstrations were performed in R and relevant code was made available. The workshop was aimed at national and local government statisticians, social and demographic researchers, and others interested in the methods of fertility measurement.
Year(s) Of Engagement Activity 2022
URL https://fertilitytrends.wp.st-andrews.ac.uk/training-workshops/fertility-analysis-by-birth-order/
 
Description Training Workshop - Parity-specific Fertility Projections - 7 October 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact 59 people attended an online Training Workshop we hosted on 'Parity-specific Fertility Projections'. The workshop summarised existing fertility projection methods and introduced data sources and a method that can be used to obtain Bayesian parity-specific fertility projections. This methods were demonstrated in a practical session. The workshop was aimed at national and local government statisticians, particularly those who contribute to population projections; social and demographic researchers; and others interested in the application of sophisticated statistical methods to demographic forecasting.
Year(s) Of Engagement Activity 2022
URL https://fertilitytrends.wp.st-andrews.ac.uk/training-workshops/parity-specific-fertility-projections...
 
Description Workshop with Scottish Government - 29 November 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact On 29 November 2022, we held a successful collaborative workshop on 'Attitudes to Family Formation' and fertility in Scotland with colleagues from the Population and Migration Policy Unit at the Scottish Government. They presented the results of their (quantitative) analyses; this was complemented with qualitative research on ideal family size and fertility intentions in Scotland. Elspeth Graham then summarised our results and led subsequent discussions. Both sides benefited from the meeting and agreed to continue discussions. Other workshop participants included invited guests from the Office for National Statistics (ONS), National Records of Scotland (NRS), and the Finnish Population Research Institue.
Year(s) Of Engagement Activity 2022