Data Analytics Services
Data Analytics Services
Data analytics helps businesses convert their raw business data into actionable insights. Why Shy has recently forayed into helping companies make quick and data-driven decisions in the ever-changing environment by rendering a full set of data analytics services.
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Why Shy is ready to calculate your ROI so that you eliminate the guesswork in figuring out the value of your data analytics project.
CHOOSE YOUR DATA ANALYTICS SERVICE OPTION
On-demand data analysis
Get your data collected, processed and presented in the form of quick regular or one-time analytics insights and avoid the time and cost burden for developing and managing a full-scale analytical solution.
BI and DWH consulting
We analyze your particular business needs and give recommendations on designing, developing, implementing or upgrading your analytics solution.
BI and DWH support and evolution
Get your analytics solution tuned within days or even hours – we analyze the as-is analytical environment, define the stumbling blocks, and fix the issues that hinder you from leveraging data analytics.
Subscription-based data analysis
With subscription-based data analysis, or Analytics as a Service (AaaS), you carry out data analysis on a fully customized in-cloud analytics platform built and maintained by ScienceSoft.
BI and DWH implementation
Whether you consider implementing a data analytics solution or completely revamping the existing one, ScienceSoft is ready to deliver a time-effective solution fully compliant with your business objectives.
Customer churn
Identifying potential churners by building predictions based on customers’ behavior.
How we do It!
DATA ANALYTICS AREAS WE COVER
Customer behavior analysis and predictive modeling.
Customer segmentation for tailored marketing campaigns.
Personalized cross-selling and upselling offers for extended customer lifetime value.
Predicting customer attrition and customer churn risk management.
Customer sentiment analysis for increasing product/service quality.
Identifying demand drivers, consumer demand forecasting and planning.
Supplier performance monitoring and evaluation.
Predictive route optimization.
Determining the optimal level of inventory to meet the demand and prevent stockouts, inventory planning and management.
Identifying patterns and trends throughout the supply chain for enhanced supply chain risks management.
How we do It!
DATA ANALYTICS TECH COMPONENTS WE COVER
WHAT OUR DATA SCIENCE SERVICES INCLUDE
- Outlining business objectives to meet with data science.
- Defining issues with the existing data science solution (if any).
- Deciding on data science deliverables.
- Determining data source for data science.
- Data collection, transformation and cleansing.
- Choice of the optimal data science techniques and methods.
- Defining the criteria for the future ML model(s) evaluation.
- ML model development, training, testing and deployment.
- Data science insights ready for business use in the form of reports and dashboards.
- Custom ML-driven app for self-service use (optional).
- ML model integration into other applications (optional).
METHODS AND TECHNOLOGIES WE USE
Methods
Statistics methods
- Descriptive statistics
- ARMA
- ARIMA
- Bayesian inference, etc.
Non-NN machine learning methods
- Supervised learning algorithms, such as decision trees, linear regression, logistic regression, support vector machines.
- Unsupervised learning algorithms, for example, K-means clustering and hierarchical clustering.
- Reinforcement learning methods, such as Q-learning, SARSA, temporal differences method.
Neural networks, including deep learning
- Convolutional and recurrent neural networks (including LSTM and GRU)
- Autoencoders
- Generative adversarial networks (GANs)
- Deep Q-network (DQN)
- Bayesian deep learning
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Technologies
WHY DATA ANALYTICS IS WORTH INVESTING IN
Customized analytical solutions we design and implement allow our customers to achieve up to:
