Modelled estimates of annual live births by year ending date.
Official birth estimates from ONS are considered very accurate, but the lag between the end of the period covered and the publication of estimates is typically 9-12 months. To gain a more timely indication of birth trends, the GLA Demography team produces modelled estimates of annual births based on counts of infants registered with GP practices. Modelled birth estimates can be produced with the same frequency and latency that NHS Digital publishes patient count data - currently this is monthly and with a lag of 1-2 weeks.
The approach used to generate the modelled birth estimates was originally described in this 2016 technical note. The methodology relies on the correlation between the count of persons age 0 (i.e. yet to reach their first birthday) on the patient register and resident in an area with the number of births that have taken place in that area over the preceding year.
The data used to create these modelled birth estimates are:
- Modelled estimates of patient counts by age, sex, and local authority of residence
- Official estimates of annual live births by local authority of residence
A respository of the code used to generate the modelled birth estimates is available on GitHub. The repository's ReadMe provides more information about the methodology used to produce the estimates as well as a summary analysis of their past accuracy.
The outputs cover a range of geographies in England.
Within London there is variation in how annual births are predicted to have changed since the latest official estimates. The map below shows the percentage change between the latest official births estimates (01 Jan 2024) and the latest GLA modelled births estimate (01 Jan 2025) for London Boroughs.

File contents
Files containing the outputs from this modelling process are available for download below.
The downloads contain official ONS annual births estimates between 01 Jul 1992 and 01 Jan 2024, interpolated estimates at monthly intervals between official estimates, and predictions of annual births up to 01 Jan 2025. Predicted data are given alongside the upper and lower bounds of the 95% prediction interval.
The data are given for local authority districts, regions, country, and international territorial levels ITL2 in England.
These data are not currently split by sex.
The following are example rows to show the format of the csv data file downloads.
actual_and_predicted_births.csv
gss_code
gss_name
geography
sex
date
type
annual_births
interval_lower
interval_upper
…
…
…
…
…
…
…
…
…
E09000028
Southwark
LAD23
persons
2023-12-01
interpolated
3311.5
NA
NA
E09000028
Southwark
LAD23
persons
2024-01-01
actual
3265
NA
NA
E09000028
Southwark
LAD23
persons
2024-02-01
predicted
3301.4
3229.8
3372.9
…
…
…
…
…
…
…
…
…
E09000028
Southwark
LAD23
persons
2025-01-01
predicted
3381.2
3297.8
3464.5
birth_gp_ratios.csv
gss_code
gss_name
geography
sex
date
ratio
ratio_lower
ratio_upper
ratio_type
gp_count
actual_births
…
…
…
…
…
…
…
…
…
…
…
E09000028
Southwark
LAD23
persons
2023-12-01
1.111
NA
NA
interpolated
2981.4
NA
E09000028
Southwark
LAD23
persons
2024-01-01
1.113
NA
NA
actual
2932.6
3265
E09000028
Southwark
LAD23
persons
2024-02-01
1.112
1.088
1.136
predicted
2968.1
NA
…
…
…
…
…
…
…
…
…
…
…
E09000028
Southwark
LAD23
persons
2026-07-01
1.107
1.072
1.142
predicted
NA
NA
The plots.zip download contains png files of plots showing the actual and predicted annual births for each geographic area in the same format as the actual and predicted annual live births plot for London above. There are 3 plots for each different area which give different starting dates for the official estimates backseries to span a total of either 5, 10 or 15 years.