I HR Analytics & SIOS

Most sector data tells you
what already happened.
This one tells you what to do next.

SIOS – Sector Intelligence Operating System – is a three-module benchmarking instrument built to produce decisions, not reports.

SIOS KPIs Benchmarking Strategic Signals C&B Intelligence
II The Position

The sector data already exists.
The problem is what gets done with it.

Every large consulting firm can produce a sector report. They will tell you the revenue growth rates, the market share positions, the compensation medians. They will produce slides of considerable visual sophistication. The report will be read once and then sit. What it will not do is tell the person who commissioned it what to change, what to hold, what to move on, and by when.

The reason is structural. Intelligence is only as useful as the decision it enables. A sector benchmark that shows you are in the third quartile on EBITDA margin is not useful by itself. What is useful is knowing precisely which operational choices put you there, what the leading companies did differently, and what the adjustment looks like in your own numbers. That is the difference between a report and a system.

The governing question

Every output of SIOS is held against a single question before it leaves the system: so what? If the answer to that question is not a decision, the output is not finished.

III Where It Was Built

Built for one of the world’s most demanding strategy firms.
Then built further.

The instrument that became SIOS was first commissioned as an external engagement for BCG – The Boston Consulting Group. The brief was an IT sector benchmarking tool capable of tracking KPIs, segment performance, and year-on-year movement across a defined company universe.

What was delivered went beyond the brief. The tool was built on a single-source-of-truth data architecture – no hardcoded numbers anywhere, every view derived from one master database, every slicer live. Adding a new financial year required one row, and all 22 views updated automatically.

After BCG, the instrument was extended into Green Energy & Mobility in India – a sector with a younger data history, more volatile KPIs, and an ESG dimension that conventional benchmarking tools had not been built to handle. That extension required new modules. Those modules are now part of the standard instrument.

The BCG engagement

IT Sector Benchmarking Tool
Built as external consultant for BCG

A 22-sheet benchmarking system covering KPIs, segment analysis, Y-o-Y growth, revenue–employee slabs, and a master view that updated across all sheets from a single data entry point.

  • Single source of truth – no hardcoded numbers in any view sheet
  • Live pivot tables connected directly to master database
  • Slicers operating across KPI master, detailed, and growth views
  • Year-on-year scalable – one row added, all views auto-update
  • KPIs by segment, by geography, by Y-o-Y growth
  • Personnel and non-personnel expense breakdowns
  • Working capital ratios and client metrics
SIOS – data architecture
Master Database Single source of truth – no hardcoded numbers anywhere ONE ROW ADDED → ALL 22 VIEWS UPDATE MODULE 01 KPIs Financial & operating foundation 12 KPI VIEWS • LIVE SLICERS MODULE 02 Benchmarking Quartiles, CAGR, normalisation WHERE YOU STAND IN THE SECTOR MODULE 03 Strategic Signals Pre-empt the future BOARD-READY SNAPSHOTS OUTPUT 22-view master • segment • geography OUTPUT C&B intelligence • pay-performance matrix OUTPUT Company profiles • scenario model • signals
IV The Instrument

Three modules.
One system that runs continuously.

SIOS is not a static report delivered once a year. It is a living system structured around three modules that build on each other. The first measures what is. The second measures where you stand relative to your sector. The third tells you what to do about it.

01
KPIs

The numbers that run the sector – read in one place, in every dimension.

Module 1 is the financial and operating foundation. Every KPI the sector runs on is captured here – from revenue and margin to working capital, R&D spend, and employee productivity ratios. The data is structured so it can be read as a master overview, as a detailed per-company view, as Y-o-Y movement, and as segment or geography cuts – all from the same underlying source.

The architecture means that when new data arrives – a new financial year, a new company added to the universe – all views update. Nothing is manually re-entered anywhere else.

KPIs tracked in Module 1
  • Revenue, gross profit, EBITDA
  • PAT, EBIT, operating margins
  • OpEx breakdown by category
  • Units sold, employees, market share
  • R&D spend, capex, debt levels
  • Working capital ratios
  • Personnel expense breakdown
  • Non-personnel expense breakdown
  • Order book and new client %
  • Large client concentration
  • KPIs by segment, Y-o-Y
  • KPIs by geography, Y-o-Y
02
Benchmarking

Where you stand in the sector – and what the gap is actually made of.

Module 2 takes the KPIs from Module 1 and positions each company against the sector. Averages, medians, quartile rankings, leader vs laggard bands. But the more useful layer is normalization – ratios that make companies of different sizes genuinely comparable. Revenue per employee, PAT per unit, EBITDA per unit of capacity, working capital as a percentage of revenue. These are the numbers that explain why a larger company can have worse margins than a smaller one.

The CAGR analysis and compensation-vs-performance matrix sit in this module. Both are outputs a board can act on the same day they are reviewed.

What Module 2 produces
  • Sector averages and medians per KPI
  • Quartile ranking by company
  • Leader vs laggard positioning
  • CAGR analysis across years
  • Normalization ratios (revenue/employee, PAT/unit, capex/capacity)
  • Working capital and debt ratios normalised
  • Personnel cost % of revenue
  • Market cap vs revenue
  • Compensation vs performance matrix
  • ESG score vs financial performance
  • Revenue slab vs unit slab positioning
  • Sector & market context sheet
03
Strategic Signals

What the sector is telling you before the rest of the market has heard it.

Module 3 is the intelligence layer. It does not describe what has happened. It reads the signals that pre-empt what will happen – fundraising velocity, pre-IPO financial trajectory, policy subsidy dependency, capacity vs demand gaps, M&A signal indicators. For each company in the universe, a one-page strategic profile is generated from the underlying data.

The scenario modelling sheet allows the commissioning party to test decisions against the data before making them. A board-ready snapshot is the final output of Module 3 – a document that can be placed in front of a board without further preparation.

What Module 3 produces
  • Company profile one-pager per company
  • Scenario modelling sheet
  • Future signals radar
  • Fundraising velocity tracker
  • Pre-IPO financial trajectory
  • Policy subsidy dependency %
  • Capacity vs demand gap
  • M&A signal indicators
  • Competitive moat score
  • Survival probability index
  • Investment trigger signals
  • Board-ready snapshot
V Compensation & Benefits Benchmarking

What your sector actually pays –
from factory floor to CXO suite.

Compensation benchmarking in India has historically been either too broad to be useful (industry-wide surveys) or too narrow to be actionable (single-company audits). The C&B Intelligence dimension of SIOS is built on a different architecture: it maps compensation across nine levels within a defined company universe, ties each level to performance data, and delivers a customised report and recommendation to the commissioning party.

The output is not a comparison table. It is an answer to the question every CHRO is actually asking: are we paying the right people the right amount, relative to what the sector is doing, and what is the cost of getting this wrong?

C&B INTELLIGENCE – NINE LEVELS MAPPED DESIGNATION LEVEL COMPONENTS MAPPED COMPENSATION BAND (ILLUSTRATIVE) L9 CXO – C-Suite Fixed • Variable • ESOP • Benefits • Pay ratio Highest band L8 VP / Director Fixed • Variable • ESOP • Benefits L7 Senior Manager Fixed • Variable • ESOP • Benefits L6 Manager Fixed • Variable • Benefits L5 Assistant Manager / Team Lead Fixed • Variable • Benefits L4 Senior Executive / Engineer Fixed • Variable • Benefits L3 Executive / Engineer Fixed • Benefits L2 Technician / Operator Fixed • Benefits L1 Factory Floor Fixed ENTRY SENIOR LEADERSHIP
Structure

Nine levels, every component mapped.

  • Factory floor to CXO – 9 designation levels
  • Fixed, variable, ESOP, and benefits separated
  • Total compensation benchmarks by level
  • Sector average vs company position
  • CXO pay ratio vs sector average
  • ESOP pool as % of revenue
Performance Linkage

Pay that is anchored to what the person actually produces.

  • Pay vs performance matrix
  • Compensation vs financial KPI movement
  • Attrition rate by level
  • Training spend per employee
  • Gender pay gap signal
  • High performer retention risk indicator
The Deliverable

A customised recommendation, not a data dump.

  • Sector-calibrated C&B report for your organisation
  • Level-by-level gap analysis
  • Specific adjustment recommendations
  • Risk-ranked priorities for action
  • Scenario model: cost of correction vs cost of attrition
  • Reviewed in a live session with the commissioning team
VI The MECULS Moat

What was built beyond the brief –
and why it matters.

The BCG tool was a strong instrument. What came after it was stronger. Four dimensions were added that conventional benchmarking tools had not been designed to carry – each one built in response to a question the data was raising that the existing structure could not answer.

Normalization ratios

Revenue per employee, PAT per unit, EBITDA per unit of capacity, capex per unit produced. These ratios make a company with 10,000 employees genuinely comparable to one with 800. Without them, sector benchmarks mislead.

Compensation intelligence

First of its kind in the Green Energy sector in India. Nine levels, every compensation component, pay tied to performance. Not a survey median. A sector-calibrated map.

ESG intelligence

Sourced from BRSR and GRI filings. CO⊂2; avoided per unit, Scope 1+2+3 emissions, battery recycling rates, water intensity, ESG score mapped against financial performance. The regulatory direction is clear. The instrument is already there.

Strategic signals

Fundraising velocity, pre-IPO trajectory, policy subsidy dependency, M&A indicators, competitive moat score, survival probability index. These are the numbers that pre-empt the future, not describe the past.

VII Sectors

One instrument.
Any sector it is pointed at.

SIOS was built to be sector-agnostic. The three-module architecture, the data design, and the C&B intelligence layer apply to any industry where companies file public data and where benchmarking produces decisions. Two sectors are live. Others are in build.

Live

Information Technology

The origin sector. Built for BCG as an external engagement. 22-sheet architecture covering KPIs, segment analysis, geography cuts, Y-o-Y growth, and working capital ratios. The instrument that proved the design.

Live

Green Energy & Mobility

Extended from the IT base into India’s EV and green energy sector. Added ESG intelligence, normalization ratios for units and charging infrastructure, and the compensation intelligence layer. The sector that pushed the instrument further than BCG did.

In Build

Your Sector

New industry benchmarking dimensions are in build. If your sector is not listed here, the conversation about building it is the right starting point. The architecture is ready. What varies is the company universe and the KPI set.

VIII The Deliverable

What the commissioning party
walks away with.

The SIOS output is not a file that is emailed and then explained over a call. It is a working system – reviewed live with the commissioning team, walked through module by module, and left with them to use as a running instrument for as long as the data remains current.

The C&B report is a separate deliverable: a customised written recommendation for the commissioning organisation, specific to their level structure, their sector position, and the adjustment decisions in front of them. It is reviewed in a live session and left as a working document.

The standard engagement is sector-specific. For organisations that want SIOS built for a sector not yet covered, that is a separate conversation.

SIOS – MECULS
Confidential
Sector Intelligence
Operating System
Sector-specific. Prepared by Rajneesh Jain.
Module 1 – KPIs 22 views, live
Module 2 – Benchmarking Quartiles, CAGR
Module 3 – Strategic Signals Board-ready
All views derive from a single source. No hardcoded numbers anywhere. The system is scalable: adding a new year or a new company updates all views automatically.
IX The Point

Intelligence without a decision
is just expensive noise.

The global consulting industry has made a very good business out of telling organisations what they already suspected, in formats they cannot immediately act on. Beautiful slides. Deep analysis. Long reports. And at the end of it, the business owner is in the same position they were in before – except lighter in the pocket.

SIOS is built on a different premise. Every output carries a so-what. Every benchmark is tied to a decision the commissioning party can make. Every strategic signal points at a move that can be made now, before the rest of the market makes it first.

The question is not what the sector data shows. The question is what you are going to do differently because of it.
X The Next Page

You have seen how a sector is read.
Now see how the data is built.

SIOS runs on data science and analytics capability that extends well beyond sector benchmarking – into market intelligence, product analysis, and decisions that do not wait for a quarterly report cycle.