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Challenges in UK Healthcare Barriers to Using Data Effectively

Data Fragmentation and Integration Difficulties

The UK Healthcare Data is spread across different systems and in unsupported formats, which makes it difficult to bring all data in a unified platform, and conduct proper analysis.

Data Security and Regulatory Compliance

The healthcare providers are often pressured to maintain secure patient information while keeping systems in compliance with regulations like GDPR.

Limited Use of Advanced Analytics

It gets difficult to implement new technologies like AI for improving patient care, since the NHS has outdated IT infrastructure across different parts.

Inefficiencies in Patient Care Delivery

Without access to the right data tools, it gets difficult to identify gaps and inefficiencies in systems. This results in longer wait times and misused resources.

Challenges in Addressing Health Inequalities

Not having proper analytics capabilities makes tackling health inequalities challenging. A proper analytics system could reveal where the disparities are and how to resolve them.

Product services

Empowering Healthcare with Advanced Analytics Core Functionalities of PBR Insights' Solution

1Comprehensive Data Integration

The system collects data from various destinations like lab results, electronic health records and patient feedback.

2Advanced Analytics and Predictive Modeling

Machine learning algorithms provide accurate patient outcomes predictions. This helps identify at-risk populations and come up with preventive care strategies to handle the situation in a proactive manner.

3Robust Security and Compliance Measures

Protects patient data with encryption and strict access controls, following GDPR rules.

4User-Friendly Dashboards with Visualization

Users can create customized views to break down complex data with interactive visualizations.

5Real-Time Data Processing

Gives instant insights so healthcare providers can make quick decisions.

6Interoperability with Existing Systems

Easily connects with current healthcare IT setups, avoiding workflow disruptions.

Who we are

Building a Scalable Future The Core Architecture of PBR Insights' Healthcare Platform

1Modular Microservices Architecture

The platform is built on a microservices architecture. This enables standalone deployment and scaling of data ingestion, analytics, processing and other challenges.

2Scalable Cloud Infrastructure

Cloud platform hosting provides scalable disaster recovery capabilities with higher and reliable uptime.

3Secure API Gateway

An API gateway manages all external interactions, providing secure and controlled access to the platform's services.

4Data Lake and Warehouse Integration

The system gets raw data storage with a combination of data lake and warehouse. This optimizes query performance, support for structured and unstructured data.

5Compliance and Audit Logging

Implements comprehensive logging mechanisms to track data access and modifications, ensuring transparency and compliance.

Pharmacy metrics

Enhancing User Experience Functional Highlights of ApresBeauty's Digital Solution

User Registration and Profile Management

Users can create and manage personal profiles, including preferences and service history.

Service Catalog and Booking System

A comprehensive catalog of beauty services with real-time booking capabilities, allowing users to schedule appointments seamlessly.

Payment Integration

Secure payment gateways enable users to pay for services online, supporting multiple payment methods.

Review and Rating System

Users provide feedback on services, to set up a community-driven quality assurance mechanism.

Push Notifications and Reminders

Automated notifications help users get information about upcoming appointments, promotions, and personalized recommendations.

Admin Dashboard

An intuitive dashboard for administrators to manage services, view analytics, and oversee platform operations.

Vendor Management

Tools for service providers to manage their offerings, schedules, and view customer feedback

Our company

Building Blocks of Innovation The Backend Architecture of PBR Insights' Data Analytics Platform

1Microservices Architecture

The platform is built on a microservices architecture. Each part such as data collection, processing, and analytics. These modules can be deployed and scaled independently which makes the systems more reliable, while providing continuous support, updates, and improvements.

2Data Ingestion Layer

The platform collects structured Data ingestion mechanisms help collect structured and unstructured data from multiple sources. The data comes from EHRs, medical devices and third-party APIs. This layer allows real-time data acquisition and pre-processing for downstream analytics.

3Data Storage Solutions

Implements a hybrid storage system combining relational databases for structured data and NoSQL databases for unstructured data, ensuring efficient storage, retrieval, and management of diverse healthcare datasets.

4Data Processing and Analytics Engine

Incorporates distributed data processing frameworks to perform large-scale data transformations, aggregations, and advanced analytics, supporting real-time and batch processing requirements.

5Security and Compliance Framework

The system follows strict security best practices for data encryption, authentication and authorization. This helps protect sensitive health information and make the system compliant and ready with HIPAA and GDPR.

6API Gateway and Integration Layer

By adding a secure API gateway, we integrate external systems with our system smoothly. This helps extend the capabilities of our system with help of other healthcare systems and services.

7Monitoring and Logging

Monitoring and logging makes it possible to track performance, find anomalies and ensure high system availability.

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Tech Stack

Frontend

React.js: To develop dynamic and responsive UI.

Redux: For state management across the application.

D3.js: For creating interactive data visualizations.

Databases

PostgreSQL: For relational data storage.

MongoDB: For handling unstructured data.

Apache Cassandra: To manage large time-series data assets.

Data Processing and Analytics

Apache Spark: For enabling distributed data processing and analytics.

Hadoop: For large-scale data storage and processing.

Security

OAuth 2.0: For secure authorization.

JWT (JSON Web Tokens): For secure information exchange.

Backend

Node.js with Express.js: To develop highly scalable server-side APIs and applications.

Cloud Services

Amazon Web Services (AWS): For cloud infrastructure, including EC2, S3, and RDS.

AWS Lambda: For running code in response to events using serverless computing.

AWS QuickSight: For scalable business intelligence and data visualization.

DevOps and Monitoring

Docker: For containerization of applications.

Kubernetes: For orchestration of containerized applications.

Prometheus and Grafana: For monitoring and visualization of system metrics.

Third-Party APIs

Fast Healthcare Interoperability Resources API

It improves information sharing and collaboration for healthcare systems.

Google Cloud Healthcare API

Helps get smart data insights using intelligent analytics and ML capabilities.

SMART on FHIR API

Build healthcare applications with EHR systems with unified data access and interaction with a framework.

Twilio API

Provides communication features like SMS, voice, video calls and others within the platform for improving patient engagement and support.

Google Cloud Healthcare API

Helps get smart data insights using intelligent analytics and ML capabilities.

AWS Comprehend Medical

Uses NLP to get detailed medical information from unstructured text.

HL7 (Health Level Seven) API

DICOM enables integration, sharing and retrieval of EHR data with other healthcare systems.

Digital Imaging and Communications in Medicine API

Enables management and integration of medical imaging information with the platform, supporting diagnostic processes.

Stripe API

Provides secure payment processing capabilities for billing and subscription management within the platform.

Auth0 API

Offers authentication and authorization services, ensuring secure access control for users.

Redox API

Integrate with third-party healthcare systems to enable smooth data exchange and interoperability.

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