Personalized collection strategies in a recognized international bank

Successful application of AI powered algorithms for personalized collection strategies of retails portfolios

The challenge

Management at a major international Bank wants to optimize collection strategies with the use of state-of-the-art Machine Learning algorithms.

So far the Bank has relied on traditional statistical models which no longer meet ambitious goals set by leaders of business units. The Bank wants to take insights from data using latest open-source technology including elements of Big Data and Machine Learning.

Our solutions

A joint team including representatives of the Bank and BD Analytics have successfully delivered required results. We have carried out related to a typical Data Science project:

  • Business analysis
  • Data integration
  • Feature extraction
  • Modelling
  • Model assessment and documentation
  • Model implementation

As part of the project, consultants at BD Analytics conducted a number of workshops and trainings, making it easier for the Bank’s team to take over key competences required for building machine learning models.

Results

over 50%

Improvement over the current models in terms of bad clients detection

1500

Variables analysed from 7 different sources

Results exceeded expectations!

Technologies used

Contact

Adres korespondencyjny
BD Polska Sp. z o.o.
Ul. Złota 59, 00-120 Warszawa
00-120 Warszawa
With a note: 6th Floor for BD Polska Sp. z o.o.

NIP: 521 357 44 08
KRS: 0000361627
REGON: 0142455408

Adres korespondencyjny
BD Polska Sp. z o.o.
Ul. Złota 59, 00-120 Warszawa
00-120 Warszawa
With a note: 6th Floor for BD Polska Sp. z o.o.

NIP: 521 357 44 08
KRS: 0000361627
REGON: 0142455408

Adres korespondencyjny
BD Polska Sp. z o.o.
Ul. Złota 59, 00-120 Warszawa
00-120 Warszawa
With a note: 6th Floor for BD Polska Sp. z o.o.

NIP: 521 357 44 08
KRS: 0000361627
REGON: 0142455408

Contact form

Let’s Talk