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ideas :

Features engineering:

  • we can do hot encoding of categories: estimate the project amount based on categories

  • based on the length of the project we can estimate the amount

  • In case there is money left and we want to invest --> recommend project based on the amount of money into "hopefully" a project with monetized benefit. (to keep money flowing)

the recommendation system could be based on the rating of the project also hot encoding of the rating

Departments :

to merge :

  • DoH/DHSC Department of Health/ Department for Health & Social Care (formerly DH)

  • FCO/FCDOForeign and Commonwealth Office / Foreign, Commonwealth and Development Office

  • MHCLG Ministry of Housing, Communities and Local Government DLUHC Department for Levelling Up, Housing and Communities DCLG Department for Communities and Local Government

DCLG → MHCLG → DLUHC: These departments are direct continuations of each other, with each rebranding reflecting changes in focus or priority

-DESNZ Department for Energy Security and Net Zero ( created on 7 February 2023) BEIS Department for Business, Energy and Industrial Strategy DECC Department of Energy and Climate Change

DECC → BEIS → DESNZ: DECC’s responsibilities were absorbed into BEIS in 2016, which was later split, leading to the creation of DESNZ in 2023. These changes reflect evolving government focus, particularly on energy security and climate issues

  • BIS Department for Business, Innovation and Skills (Founded: June 5, 2009 Dissolved: 14 July 2016)
  • DSIT Department for Science, Innovation & Technology (Formed: 7 February 2023)

BIS → BEIS → DSIT: The dissolution of BIS in 2016 and the creation of BEIS led to a broader department that combined energy, business, and innovation. With the 2023 restructuring, DSIT was formed to specifically focus on science, innovation, and technology, carving out these responsibilities from BEIS.

department name is clear

  • DCMS Department for Digital, Culture, Media & Sport
  • HMRC His /her Majesty’s Revenue and Customs
  • HMT His/ her Majesty’s Treasury
  • HO Home Office
  • HMLR His Majesty’s Land Registry
  • MoD Ministry of Defence
  • MoJ Ministry of Justice
  • NCA National crime agency
  • NS&I National Savings and Investment
  • ONS Office for National Statistics
  • VOA Valuation Office Agency
  • CO Cabinet Office
  • CPS Crown Prosecution Service
  • DEFRA Department for Environment, Food, and Rural Affairs
  • DfE Department for Education
  • DfID Department for International Development
  • DfT Department for Transport
  • DWP Department for Work and Pensions
  • DBT Department for Business and Trade

(7 February 2023. The new department absorbed the functions of the former Department for International Trade and some of the functions of the former Department for Business, Energy, and Industrial Strategy.)