Use cases

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MANUFACTURING

ENERGY DEMAND FORECAST

What amount of energy will we be using in the next hour or day?

  • Time series of energy usage
  • Exogenous data (e.g. weather data)

PREDICTIVE MAINTENANCE

Can we predict when a certain machinery will break down?

  • Sensors’ data
  • Manufacturing programs’ data
  • Exogenous data (temperature, humidity)

QUALITY CONTROL

Can we calculate the probability of defect for our products?

  • Manufacturing data (characteristics of the machines, workers, materials used)
  • Workers’ data
  • Exogenous data (weather, external production phases)

Marketing & CRM

ADVANCED CLIENT SEGMENTATION

Can we identify homogeneous groups of buyers?

  • Purchasing behaviour
  • Demographic data

MARKET BASKET ANALYSIS

Which other products can we offer to our clients?

  • Purchase data
  • Info on preferences (e.g.wish list)

PROPENSITY ANALYSIS

How likely is it that a prospect will buy from us?

  • Cross-referencing of purchasing data and advertising/marketing data

SENTIMENT ANALYSIS

How do people talk about our firm on the internet?

  • Social media posts and customers behavior
  • Customers feedbacks

CHURN ANALYSIS

Which of our customers will churn and why?

  • Time series of demand
  • Exogenous data (promotional periods, holidays, sales)

FORECASTING

DEMAND FORECAST

How much demand for our products/services will we have in the next day/week?

  • Time series of demand
  • Exogenous data (promotional periods, holidays, sales)

PRICE PREDICTION

Can we predict price movements within our market of interest?

  • Time series of prices
  • Time series of exogenous data (promotional periods, holidays, sales)

BANKING AND INSURANCE

FRAUD DETECTION

Can we identify fraudulent transactions before they are carried out?

  • Time series of transactions
  • Examples of past frauds

CROSS-SECTORS

RESOURCE ALLOCATION

Can we predict in which areas we’ll have more demand for vehicles?

  • Time series of shared vehicles demand
  • Exogenous data (special events, strikes, concerts)

DOCUMENT CLASSIFICATION

Can we automatically classify our documents based on the content?

  • Samples of documents to classify

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Dataskills operates comprehensively in the field of Data Science, helping you extract value from your data