Scoring Model for Data Breaches forecasting and prevention

Scoring model for data breaches forecasting and prevention

Machine Learning for prediction accuracy

Situation

We live in the “era of data”. Everyday companies face a compelling number of interactions with data source, and the more data is being produced, the more risks of this data to be used maliciously arise. Our Client, European start-up had an idea of developing a solution for the forecasting of spear-phishing of personal data for a wide scope of organizations located in various countries. This type of solution is excessively sought-after nowadays  – especially combined with ML approach for striking prediction accuracy. Knowing about Unicsoft expertise in that domain and having previous successful track record with us, Client decided to choose us as an authorized solution developer.
 

Solution

Firstly we defined main datasources: the pinnacle was VCDB database (catalog of data security incidents using VERIS framework). Second source used in the analysis is FT500 data set in 2016. Then, after merging these two data sets we obtained set for predicting data breach probability for a particular company. Key ML models were GLM and Random Forest models with RF prevailing because of its higher precision. Moreover, after implementation of Monte-Carlo simulation methods we added prediction of incident density within particular timeframe. As an additional perk we predicted expected loss in USD in case of attack for various industries.
 

Result

Solution was accepted positively right after its demonstration by various investors and got a lot of encouragement for the further development into more complex product with extended functionality. Due to model precision that amounted to 83% and the fact of Monte – Carlo simulation techniques implementation one may be confident that abovementioned solution has a huge potential and versatility.

TECHNOLOGY & TOOLS: MLlibPythonRMachine Learning

Platform: Web

Share With Us Your Blockchain Case!
Get a Free Consultation!
You will receive a reply within 24 hours.

    *As a result of submitting completed “Contact Us” form, your personal data will be processed by Unicsoft. We are committed to respecting your privacy. Read our Privacy Policy.

    Contacts

    Meet us in
    the UK

    Aleksey Zavgorodniy
    Chief Executive Officer
    Telephone
    Address
    2nd Floor, 6 Market Place, London, Fitzrovia, W1W 8AF
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Cyprus

    Aleksey Zavgorodniy
    Chief Executive Officer
    Address
    Georgiou A', 14, Office 15, Potamos Germasogeias, 4047, Limassol
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Singapore

    Glib Konotop
    Director Of Business Development
    Telephone
    Address
    The Signature, 51 Changi Business Park Central 2, Level 04-05, Singapore, 486066
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Finland

    Dmytro Naumenko
    Business Development Director for Northern Europe
    Telephone
    Address
    Innova 1, Piippukatu 11, 40100, Jyvaskyla
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    the Netherlands

    Dmytro Naumenko
    Business Development Director for Northern Europe
    Telephone
    Address
    c/o Fluwelensingel 27a, 2806 CB Gouda
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Germany

    Glib Konotop
    Director Of Business Development
    Telephone
    Address
    Bahnhofstr. 4a Planegg 82152 Munich, Germany
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    the USA

    Glib Konotop
    Director Of Business Development
    Telephone
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Denmark

    Jawahar Lal Matu
    Regional Director
    Telephone
    Address
    Tuborg Boulevard 9, 1tv, 2900 Hellerup/ Copenhagen, Denmark jmatu@siac.dk
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention

    Meet us in
    Ukraine

    Aleksey Zavgorodniy
    Chief Executive Officer
    Telephone
    Address
    39 Ivana Kudri str, office 11, Kyiv 01042
    Scoring model for data breaches forecasting and prevention Scoring model for data breaches forecasting and prevention