Data Analytics by Industry

Dominate Your Competition
With The Power Of Data

No Two Industries Count the Same Way

Allston Yale builds analytics for mid-market companies across a handful of industries we know well. Think of this page as the directory: the sectors we serve, what each one actually measures, and where to go next based on the business you are in and what is hurting. 

The Industries We Serve

Healthcare

Clinical, operational, and revenue-cycle analytics for hospitals, clinics, and health systems. Our Healthcare analytics page covers turning EHR and claims data into answers leadership and regulators can rely on. 

Manufacturing

OEE, downtime, quality, and on-time delivery for mid-market plants. Our Manufacturing analytics page covers turning plant-floor, ERP, and MES data into a view of how the operation is really running.

Retail

Sales, inventory, margin, and store or channel performance for retailers. Our Retail analytics page covers turning point-of-sale, e-commerce, and supply data into a clear view of what is selling and what is not.

Food and Beverage

Yield, inventory, cost of goods, and food-safety metrics for food and beverage producers. Our Food and Beverage analytics page covers turning production, supply, and quality data into tighter margins and less waste.

Financial Services and Banking

Profitability, risk, and regulatory reporting for banks, lenders, and finance firms. Our Financial services analytics page covers reporting the board and examiners can stand behind.

Insurance

Claims, loss ratios, underwriting, and retention for carriers, MGAs, and agencies. Our Insurance analytics page covers spotting risk and leakage before they show up as cost.

Energy and Utilities

Load, reliability, assets, and rate-case reporting for energy and utility teams. Our Energy analytics page covers turning meter, grid, and field data into current answers.

Oil and Gas

Production, drilling, and cost per barrel for operators and service companies. Our Oil and Gas analytics page covers turning SCADA, historian, and accounting data into decisions.

Life Sciences

R&D, quality, regulatory, and commercial analytics for pharma, biotech, and device companies. Our Life Sciences analytics page covers turning trial, manufacturing, and sales data into decisions that hold up to an audit.

Construction and Engineering

Job cost, margin, and cost-to-complete for contractors, engineers, and construction managers. Our Construction analytics page covers joining Procore or Autodesk data to your accounting system.

Architecture

Utilization, project margin, and fee-earning for architecture and design firms. Our Architecture analytics page covers turning project, timesheet, and billing data into a clear read on which work makes money.

01

Why Industry Context Matters

Data analytics by industry beats a generic dashboard because every sector counts differently. A loss ratio, an OEE figure, and cost per barrel are not interchangeable, and a tool that ignores that produces reports nobody in the room trusts. We start from what your industry actually measures. 

02

What We Bring to Your Sector

We arrive knowing the metrics, the systems, and the reporting your industry runs on, so the first version of the work is close to right rather than a blank canvas. That context shortens the build and means we are not learning your business on your budget. 

03

Built for Lean Teams in Every Industry

Across all of these sectors the pattern is the same: mid-market companies with lean IT teams that need real reporting without a full department to run it. Data analytics by industry is only useful if a small team can maintain it, so we build and document for exactly that. 

04

Same Platform, Different Playbook

Under the hood it is Microsoft Power BI and Microsoft Fabric in every case, but the playbook changes by sector. The platform is shared; the metrics, data sources, and priorities are not. That is why a healthcare build looks nothing like an oil and gas one. 

Common Questions

What if our industry is not listed?

Worth a conversation anyway. The sectors here are where we are deepest, but the approach, clean data, trusted numbers, reporting a lean team can run, carries across industries. We will tell you honestly whether we are the right fit. 

Do you know our specific systems?

Usually, yes. Each industry page names the common systems we connect, from EHRs to SCADA to Procore. We pull from the databases, extracts, and interfaces those systems expose rather than replacing anything you already run. 

We operate in more than one sector. Can you handle that?

Yes, and it is common in mid-market groups. We build a shared foundation and then the sector-specific views on top, so a diversified business sees each line on its own terms without maintaining separate, disconnected reporting stacks. 

Where To Start

Pick your industry above and start on its page, where the metrics and systems are already spelled out. If you sit across more than one sector, or you are not sure where you fit, that is exactly the conversation we are glad to have first. 

Book a Conversation About Your Sector

Choosing how to approach data analytics by industry is easier with someone who already knows your metrics. Book a short call and we will walk through what your sector measures and where the fastest win is. 

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