NorMITs Land Use is Transport for the North's (TfN) mainland GB population and employment model. it builds detailed population and employment vectors for a given base year, and can also build a range of scenario specific forecasts.
We are open to collaboration and sharing of outputs, see support for more information.
NorMITs Land Use breaks down into five models, each with smaller substeps. Specifically:
- Base Year Population Model - Synthesises a highly segmented GB population, by person in household.
- Base Year Employment Model - Synthesises a GB employment profile, including employment types and skill levels.
- Future Year Population Model - Forecasts a future GB population, by base segmentation.
- Future Year Employment Model - Forecasts a future GB employment profile, by base segmentation.
- Northern Car Ownership Model - A collection of tools for manipulating matrices that underpins much of the work done by TMS and EFS.
NorMITs Land Use is designed to be modular, in that it should be possible to swap out units of functionality to provide a desired modelling outcome.
The NorMITS Land Use Base Land Use tool was initially designed to be able to run with publically available data. Specifically, 2011 Census data and mid-year population estimates provide the core of the population model. As the model has improved, we have integrated other datasets that may be harder to access; NTEM data and OS Addressbase, for example.
Base year employment figures used in the model have come from Health and Safety Laboratory and are restricted to TfN and partner use. However, this model could easily be adapted to used freely available employment data from the University of Durham's NoMIS data portal
Core forecasts come from NPIER population and employment forecasts, with ONS forecasts providing demographic detail. This is currently fairly flexible, improvements will be made to ensure the tool is robust whichever forecast vectors it has to deal with.
For more information on how to get hold of this data, please see the sharing section.
Base year population model is designed to:
- Build an accurate, multi-dimensional population model for a given census year (default 2011)
- Adjust this to a specified base year, using observed population data (default 2018)
- Segmented 2011 Census data, bespoke census queries
- Mid-year population estimates
- Base year population model provides detailed zonal populations (at MSOA).
Segmentation is an enhancement to the NTEM 88 Traveller Type segmentation, which adds employment skill level to person characteristics and a household income proxy (Ns-SeC) for the household reference person to household characteristics, giving 760 unique traveller types. Units are in people, households are also provided as a secondary output.
Base year employment model is simple model designed to:
- Overlay an employment vector, segmented by e-category, by skill level
- Employment by e-category
- Employment by skill level
- Employment by e-category and skill level
Future year population model is a model designed to:
- Grow (or shrink) zonal population to a given future year
- Work flexibly with various scenarios
- Apply variable assumptions around demography, car-ownership etc
- Base year population
- NPIER pop change
- NorCOM car ownership forecasts
- ONS demography change
- Future year population, segmented as base
Future year employment model is a model designed to:
- Grow (or shrink) zonal employment to a given future year
- Apply various scenarios
- Base year employment
- NPIER emp change
- Future year employment, segmented as [base] (#base-year-employment-model)
The (NorCOM) takes data from 2011 Census and (National Travel Survey) to build a prototypical sample of car ownership patterns for Great Britain. It then builds and applies models to give zonal distributions of car ownership for a given base population year
- Census Car Ownership data 2011
- National Travel Survey
- Any year population
- Base or future year car ownership patterns
- Household and property type counts
Current code documentation can only be found in the codebase. Planned improvements include hosting this online, so it's easily accessible! Development reports and technical notes are available on request through TAME's sharing requests
This section is a work in progress and will be updated with more detail. Planned updates include:
- Online hosting of documentation
- Base Year Land Use
- Toggle to run with fully open data
- Implement new area type methodology (clustering algorithm)
- Future Year Land Use
- Integrated TEMPro aligned pop/emp forecasts
- NorCOM
- More granular modelling, new models by area type
TfN's Technical Assurance, Modelling and Economics (TAME) team have done a great deal of work to develop TfN’s Analytical Framework. We aim to develop in a way that provides the best possible value to our Northern partners, including making models and outputs available for local and non-TfN pan-northern schemes and research.
We've categorised out ways of sharing into 3 different profiles, each with a distinct risk/reward profile.
This includes forking our repository and mostly working without TfN support. This profile would be facilitated though submitting issues and TfN clarification supporting where possible.
Data requests will be submitted using the requests process. TfN will then assess the feasibility, and aim to build and hand over the required outputs.
Data requests will be submitted using the requests process. TfN will then assess the feasibility, and a discussion will begin to decide how best to work together to produce the required output.
If you are interested in acquiring any of the data, or would like some support in utilising NorMITs Land Use, please submit your requests to data.requests@transportforthenorth.com.
All requests should contain the following information:
- Requestor Name
- Requestor Organisation
- Request Date
- Required by date
- Expected deliverables
- Format required, where possible
- Purpose of data
- Will data be published?
- Comments
Please note that the TAME team are in high demand with limited resources so responses to requests may not be immediate. However, the team will endeavour to provide you with an estimate of how long it would take to share the data.