DATA SCIENCE SERVICES

Expert Data Science Services — Turn Raw Data Into Decisions

  • bannerweb-mainExploratory Data Analysis
  • bannerweb-mainPredictive Modelling & Forecasting
  • bannerweb-mainStatistical Analysis & Hypothesis Testing
  • bannerweb-mainMachine Learning Model Development
  • bannerweb-mainA/B Testing & Experimentation
  • bannerweb-mainData Visualisation & Reporting
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  • 1000+

    In-house Expert Developers

  • 70%

    Average Savings on Development Costs

  • 27K+

    Projects Delivered Successfully

Partnered with Startups and Fortune 500

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AI Solution

Recognised for Data Science Excellence

Dotsquares is a trusted data science partner for enterprises, scale-ups, and data-driven startups that need more than dashboards — they need answers. Our data science team has worked across healthcare, finance, retail, logistics, and legal sectors, building predictive models, running statistical programmes, and designing experimentation frameworks that feed directly into product and commercial decisions. With 20+ years in technology and 500+ data and AI engagements behind us, we know what separates a model that performs in a notebook from one that holds up in production.

Our Services

Our Data Science Services - From Analysis to Production Models

Exploratory Data Analysis (EDA)

Before any model gets built, we spend time understanding what your data actually looks like — distributions, missing values, correlations, outliers, and the patterns that are not obvious until you plot them. Our EDA work gives your team a clear, documented picture of the data landscape, which shapes every modelling and engineering decision that follows. It also surfaces data quality problems early, before they become model accuracy problems later.

Data profiling & quality auditDistribution & correlation analysisOutlier detection & treatmentFeature relevance assessment
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Predictive Modelling & Forecasting

We build predictive models for churn, demand, revenue, risk, maintenance, and more — selecting algorithms based on your data characteristics and latency requirements, not just what is fashionable. Where possible, we favour interpretable models that your team can reason about and maintain, and document our feature engineering choices so the logic does not disappear when we hand over. For time-series problems, we have solid experience with ARIMA, Prophet, LSTM, and ensemble approaches depending on what the data supports.

Classification & regression modelsTime-series forecastingChurn & propensity modellingDemand planning models
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Statistical Analysis & Hypothesis Testing

When a business question has a statistical answer, we find it properly. That means choosing the right test for the data type and distribution, checking assumptions before running the analysis, and communicating results in terms your stakeholders understand — not just p-values. We handle everything from basic significance testing and ANOVA to more complex regression analysis, survival analysis, and Bayesian inference depending on what the problem calls for.

Significance & hypothesis testingRegression & correlation analysisSurvival & cohort analysisBayesian inference methods
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Machine Learning Model Development

We design, train, and validate machine learning models suited to your specific problem — whether that is a supervised classification task, an unsupervised clustering exercise, or a reinforcement learning scenario. Our process includes proper train/test splits, cross-validation, hyperparameter tuning, and bias checks before anything goes near a production environment. We work in Python (scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow) and document models so your team is not inheriting a black box.

Supervised & unsupervised learningModel selection & hyperparameter tuningCross-validation & bias assessmentMLOps-ready model packaging
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A/B Testing & Experimentation

Running experiments properly is harder than most teams expect. We design statistically sound A/B tests and multivariate experiments — calculating sample sizes upfront, selecting the right metrics, controlling for novelty effects, and analysing results without peeking. For product and growth teams that run ongoing experiments, we can help design an experimentation infrastructure and governance process that makes decision-making faster and more reliable over time.

Experiment design & power analysisMultivariate & split testingSequential testing frameworksExperimentation platform setup
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Data Visualisation & Reporting

We build dashboards, reports, and visual analyses that communicate findings clearly to different audiences — from data-literate analysts to non-technical stakeholders. We work with Power BI, Tableau, Looker, and Python-based visualisation libraries (Matplotlib, Seaborn, Plotly), and we pay particular attention to how charts are labelled and framed — because a well-designed chart that tells the wrong story is worse than no chart at all.

Power BI & Tableau dashboardsPython visualisation (Plotly, Seaborn)Executive reporting & storytellingKPI framework design
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Customer & Behavioural Analytics

We help product, marketing, and commercial teams understand how customers actually behave — segmentation, lifetime value modelling, funnel analysis, cohort retention, and purchase propensity. The output is not just a report; it is a set of segments and signals that can feed directly into CRM tools, ad targeting, or product personalisation logic. We have run these programmes across retail, fintech, SaaS, and subscription businesses.

Customer segmentation (RFM, clustering)Lifetime value (LTV) modellingRetention & churn analysisFunnel & conversion analysis
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NLP & Text Analytics

When your business sits on large volumes of unstructured text — customer reviews, support tickets, contracts, medical notes, legal documents — we extract structure from it. That might mean sentiment classification, topic modelling, named entity recognition, document similarity, or intent detection. We apply the right approach for the volume and precision requirements, from lightweight rule-based methods to fine-tuned transformer models.

Sentiment & opinion analysisTopic modelling & text classificationNamed entity recognition (NER)Document similarity & clustering
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Model Monitoring & Maintenance

Models degrade. Data distributions shift. Business logic changes. We build monitoring setups that track model performance in production — data drift, concept drift, prediction quality — and alert your team before accuracy problems start affecting business outcomes. We also handle scheduled retraining pipelines and model versioning, so keeping a production model healthy does not require constant manual intervention.

Data drift & concept drift detectionPrediction quality monitoringAutomated retraining pipelinesModel versioning & rollback
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Get Custom Solutions from our AI Expert Consultants

Get Custom Solutions from our AI Expert Consultants
AI TECHNOLOGIES

Our Expertise Across Various Advanced Technologies

We leverage cutting-edge tools and platforms to address our clients' diverse business needs, offering a range of AI solutions by integrating these advanced technologies.

Deep Learning

Deep Learning

We utilize advanced neural network architectures to enable machines to learn from vast amounts of data, allowing for complex pattern recognition, natural language processing, and image recognition applications.

Agentic AI

Agentic AI

With us you can deploy autonomous AI agents that plan, reason, and execute multi-step tasks independently, enabling intelligent automation across complex workflows, decision-making pipelines, and goal-directed systems.

Generative AI

Generative AI

Harness algorithms that can create new content such as images, text, and music autonomously, enabling innovative applications in creative industries, personalized content generation, and enhancing design processes with AI-driven creativity.

Technology

Tech Stack Driving Digital Transformation with Data Science Services

GPT4 (OpenAI)

GPT4 (OpenAI)

Claude

Claude

Gemini 2.0

Gemini 2.0

DeepSeek

DeepSeek

LLaMA 3 (Meta)

LLaMA 3 (Meta)

DALL E

DALL E

Deep Art

Deep Art

Stability AI

Stability AI

Midjourney

Midjourney

Flux

Flux

Deepgram

Deepgram

Transformer

Transformer

CNN

CNN

GAN

GAN

RBM

RBM

DBN

DBN

DRLN

DRLN

Autoencoders

Autoencoders

TensorFlow

TensorFlow

PyTorch

PyTorch

Keras

Keras

Caffe

Caffe

MXNet

MXNet

Theano

Theano

Chainer

Chainer

CNTK

CNTK

Torch

Torch

DeepLearning4j

DeepLearning4j

Hugging Face

Hugging Face

Meta AI

Meta AI

DeepMind Sonnet

DeepMind Sonnet

TensorFlow Probability

TensorFlow Probability

Fast.ai

Fast.ai

AllenNLP

AllenNLP

NVIDIA NeMo

NVIDIA NeMo

MLflow

MLflow

Weights & Biases

Weights & Biases

Docker

Docker

KServe

KServe

SageMaker

SageMaker

Azure ML

Azure ML

Kubeflow Pipelines

Kubeflow Pipelines

Evidently AI

Evidently AI

Apache Airflow

Apache Airflow

Prometheus

Prometheus

TensorFlow

TensorFlow

PyTorch

PyTorch

Keras

Keras

Caffe

Caffe

Theano

Theano

GPyTorch

GPyTorch

MXNet

MXNet

Scikit-learn

Scikit-learn

FastAI

FastAI

AlexNet

AlexNet

DenseNet

DenseNet

EfficientNet

EfficientNet

Inception AI

Inception AI

SqueezeNet

SqueezeNet

Xception

Xception

VGGNet

VGGNet

CNTK

CNTK

MobileNet

MobileNet

GoogLeNet

GoogLeNet

Unmatched Expertise

Advantages of Hiring Data Scientists from Dotsquares

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ISO 27001 Certified Security

We maintain the highest international standards for data protection with ISO 27001:2022 certification, ensuring your intellectual property and sensitive information remain 100% secure.

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1000+ In-House Developers

Our team of 1,000+ in-house experts is recruited through a rigorous screening process, selecting only the top technical talent to ensure premium quality for every project.

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24+ Years of Proven Excellence

With over 27,000+ successful projects delivered since 2002, we bring deep industry experience and a stable, reliable foundation to every partnership we build.

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Trusted Global Technology Partners

We are proud Microsoft Gold, AWS, and Salesforce Consulting partners, ensuring your solutions are built using the latest enterprise-grade technologies.

CASE STUDIES

Next-Gen Custom AI Innovations by Dotsquares

Explore some of our AI projects demonstrating our expertise in harnessing AI to create robust and scalable solutions.

Document Identifier/Analyser

AI solutions

Document Identifier/Analyser

  • case-iconChallenges

Developing an Identity Document Analyzer faces complexities due to the diverse formats of passports, Aadhar cards, PAN cards, and driving licenses, necessitating precise text extraction amid varying document quality and privacy concerns.

  • case-iconSolution

By leveraging advanced AI algorithms for pattern recognition, OCR, and NLP, coupled with robust encryption and scalable cloud infrastructure, Dotsquares ensures accurate and secure document analysis, meeting regulatory compliance and enhancing user experience seamlessly.

  • TECHNOLOGY Python
OTHER TECHNOLOGIES WE WORK ON

Tailored Technologies to Conquer Your Development Challenges

We are not wedded to a single toolchain. We use what fits the problem, the scale, and the team that will maintain the output.

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HIRE AS PER YOUR REQUIREMENT

Get Our Assistance for Your Business Needs

At Dotsquares, we provide flexible options for accessing our developers' time, allowing you to choose the duration and frequency of their availability based on your specific requirements.

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busines1 Bucket hours

When you buy bucket hours, you purchase a set number of hours upfront.

  • Your purchased bucket hours remain valid for 6 months, during this time frame, you can utilize our services until your hours are exhausted or until the 6-month period expires.
  • For example, if you invest in 40 bucket hours and use 10 hours within the first month, you will have a remaining 30 hours to utilize over the next 5 months.
  • In this case, the developer will work for other projects simultaneously as you have opted for bucket hours and not dedicated hiring.

It's a convenient and efficient way to manage your developer needs on your schedule.

Explore moreIt's a convenient and efficient way to manage your developer needs on your schedule.
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busines2 Dedicated/Regular Hiring

In dedicated hiring, the number of hours are not fixed like the bucket hours but instead, you are reserving the developer exclusively for your project.

  • The developer will work only on your project for a set amount of time.
  • You can choose to hire the developer for a week or a month, depending on what your project needs.
  • This means our developer will focus exclusively on meeting the needs of your project, without any distractions from other commitments.

Whether you need help for a short time or a longer period, our dedicated hiring option ensures your project gets the attention it deserves.

Explore moreWhether you need help for a short time or a longer period, our dedicated hiring option ensures your project gets the attention it deserves.
Our Process

Our Agile Development Process

Companies employ developers from us because we have a proven track record of delivering high-quality projects on time.

Planning & Consultation

Our journey begins with understanding your vision. Based on your vision, we collaboratively create a project roadmap with clear milestones. We’ll consult about your ideas, target audience, and desired outcomes.

Vision and Goals Discussion

Initiate discussions to understand your objectives, target audience, and desired outcomes.

Project Roadmap Creation

Collaboratively create a detailed project plan with clear milestones and deadlines.

Scope Definition

Outline the key features, functionalities, and requirements.

Resource Allocation

Allocate team roles, tools, and budgets to ensure effective project management.

Design

Our skilled designers translate your vision into a user-friendly and visually appealing solution. They focus on creating a positive user experience that keeps users engaged and coming back for more.

Wireframing

Develop wireframes to outline the structure and layout.

UI/UX Design

Craft the user interface and user experience, focusing on aesthetics and functionality.

Prototype Creation

Create interactive prototypes for user feedback and refinement.

Design Approval

Present the design for your review and approval, making necessary adjustments based on feedback.

Development

Our expert developers take your design and turn it into reality. We keep you informed throughout the process with regular progress reports and milestone deliverables. This ensures you have complete transparency and control over the development phase.

Frontend Development

Code the client-side interface, ensuring responsiveness and compatibility.

Backend Development

Build the server-side logic, integration, and functionalities.

Regular Updates

Provide progress reports and milestone deliverables to keep you informed.

Quality Assurance

Conduct initial testing and debugging to ensure the development functions as intended.

Testing

Before launch, our dedicated QA specialists meticulously test every aspect of your product. They identify and fix any potential issues to guarantee a smooth and flawless user experience.

Functionality Testing

Test all features and functionalities to ensure they work correctly.

Usability Testing

Evaluate the user interface and user experience for ease of use and navigation.

Performance Testing

Assess the speed, load time, and responsiveness under various conditions.

Security Testing

Conduct thorough security checks to identify and fix vulnerabilities.

Deployment

Once everything is finalised, our team strategically chooses the most suitable deployment methods and services. Now, your project is live for everyone to see and interact with!

Hosting Selection

Recommend and set up the most suitable services based on your needs.

Final Preparations

Perform final checks and configurations before going live.

Launch Strategy

Develop a launch plan, including marketing and promotional strategies.

Go Live

Deploy the product, ensuring everything is functional and optimised for performance.

Maintenance

Our commitment doesn't end at launch. We provide ongoing support to ensure your product stays up-to-date, secure, and bug-free.

Regular Updates

Implement software and security updates to keep the website current.

Monitoring

Continuously monitor performance and security to prevent issues.

Bug Fixes

Address any technical issues or bugs that arise post-launch.

Performance Optimization

Optimise speed and functionality based on user feedback and analytics.

FAQs

Questions We Get Asked About Data Science

Find answers to common questions about our services, process, and expertise.

Data analytics typically focuses on describing what has happened — reporting, dashboards, trend analysis. Data science goes a step further: building models to predict what will happen, running experiments to test why something happened, or using machine learning to automate decisions. In practice, there is overlap, and a lot of valuable work sits at the boundary between the two. We cover both.

Not always, but often. The answer depends on where your data lives and how clean it is. If your data is reasonably structured and accessible, a data scientist can start with it directly. If it is scattered across systems, poorly documented, or requires significant transformation before it is usable, getting the data infrastructure right first will save a lot of wasted effort. We will tell you honestly which situation you are in during our initial scoping.

An exploratory analysis or proof-of-concept model can be turned around in two to four weeks if the data is accessible. A production-grade predictive model with integration, testing, and documentation typically takes six to twelve weeks. Larger programmes — multi-model platforms, experimentation infrastructure, ongoing analytics partnerships — are scoped separately based on requirements.

Yes — messy data is the norm, not the exception. Most of the data science work we do includes a data quality and preparation phase. We will assess your data upfront and give you a realistic view of what is workable as-is, what needs cleaning or enriching, and what might require additional data collection before modelling makes sense.

We build monitoring into production models from the start — tracking data drift, prediction quality, and feature distributions over time. We also document retraining procedures and, where appropriate, set up automated retraining pipelines. When we hand over, your team is not inheriting a model they cannot maintain.

Absolutely. A significant portion of our engagements are collaborative — we come in alongside an existing internal team rather than replacing it. That might mean augmenting capacity during a busy period, bringing in specialist skills for a particular type of modelling, or providing a senior review function for work your team is doing internally.
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