W
Wasif Ijaz
Analytics Maturity Assessment
5 questions · 60 seconds

Where does your analytics
function actually stand?

Most analytics teams believe they're more mature than they are.
Find out where yours sits — honestly.

Available for Analytics Leadership Roles · Dubai, UAE

Muhammad Wasif Ijaz

Analytics & Product Intelligence Leader

Designing Analytics Products That Move Businesses From Instinct to Intelligence

I build the data systems, AI layers, and intelligence products that give commercial teams the clarity to act fast and the confidence to act right.

career_analytics.dashboard
00:00:00
LIVE

Hotels on Platform

+12% YoY

90,000+

Via IOL Pulse

BRG Resolution Rate

▲ from 36%

87%

+51pp improvement

Revenue Growth Strategy

3-Year Roadmap

$350M→$1B

Delivered to C-suite

Workload Automated

Via Athena AI

90%

100s queries/day

IOL PulseAthena AIBRG System
5 yrs experience
300+ Chains400+ Clients2M+ Bookings Analyzed90K+ Hotels
Impact at a Glance

Numbers That Define the Work

🏨

0+

Hotels Served

Via IOL Pulse globally

🔗

0+

Hotel Chains

Active on platform daily

📈

0%

Resolution Rate

Up from 36% — +51pp

🤖

0%

Work Automated

By Athena AI layer

🤝

0+

B2B Clients

Onboarded via platform

5 yrs

Of Enterprise Delivery

Across 2 countries

What I Do

Three Ways I Create Value

01

Analytics Strategy

I translate business ambiguity into measurable KPI frameworks. When an organisation doesn't know what to track or why, I define what success looks like — and build the systems that prove it.

KPI Design
Analytics Roadmaps
Stakeholder Alignment
02

Data Products

I build analytics products that teams actually use: intelligence platforms, automated pipelines, and AI-powered decision tools. I own them from concept to production to iteration.

IOL Pulse
Athena AI
Commercial Intelligence
03

Revenue Intelligence

I apply data to the decisions that grow businesses — pricing, client optimization, partner performance, and forecasting. My work connects directly to the top and bottom line.

$350M→$1B Strategy
Pricing Analytics
Margin Optimization

More Work

Additional Initiatives

Process Automation
87% Resolution$100K+ Recovered30+ Users

BRG Violation Management System

Replaced a manual spreadsheet process across 4 teams with a full enterprise workflow — real-time booking data enrichment, multi-team resolution tracking, and compliance analytics.

Resolution rate: 36% → 87% · Hundreds of thousands recovered · 30+ users

Strategic Analytics
$350M→$1B3-Year HorizonWeekly Tracking

Revenue Forecasting & Growth Strategy

Delivered a $350M → $1B revenue growth roadmap to IOL World's C-suite using ensemble forecasting (Prophet, LSTM, PRISMA) with custom business logic and event trends.

3-year growth roadmap · Drill-down: chain → city · Weekly actual vs. forecast tracking

Revenue Analytics
WoW TrackingAuto RecommendWeeks→Weekly

Pricing Intelligence & Margin Automation

Transformed markup optimization from weeks of intuition-based guesswork into a weekly data-driven decision cycle with trend-based pricing recommendations per demand partner.

First feedback loop for markup decisions — weeks → weekly clarity

Crisis Analytics
Real-time SignalsMulti-source Data→ IOL Pulse

Travel Intelligence POC — Crisis Response

Built a crisis-aware hospitality intelligence platform during the Iran-Israel-US geopolitical conflict to help hotel executives identify at-risk KPIs and protect revenue in real time.

Later became the Crisis Intelligence module of IOL Pulse — used by 300+ chains

Monday.com App
48hrs Build1,500+ Deals10-Stage Funnel

iOL X Pipeline Intelligence

Monday.com's built-in views show only current state — they can't answer what the funnel looked like 3 months ago, which deals moved, or which owners are pushing progress backward. Built a fully embedded Board View app that answers all of it: real-time webhooks writing to PostgreSQL, point-in-time funnel reconstruction, and an owner movement scoring engine across 1,500+ live deals.

Full-stack delivered in 48 hours — React on Vercel, Node.js/Express + PostgreSQL on Azure, real-time webhook pipeline

Capabilities

Skills & Competencies

Analytics Leadership

KPI Strategy & Design
Analytics Roadmaps
Stakeholder Management
Business Requirements Translation
Analytics Product Management
Data-Driven Decision Frameworks

Business Intelligence

Power BI (DAX, Semantic Models)
Streamlit
Tableau
Executive Dashboard Design
Data Storytelling
Visual Analytics

Data Engineering

PostgreSQL · SQL Server · MySQL
Elasticsearch
Azure Cosmos DB · MongoDB
Data Modelling & ETL
Pipeline Architecture
Data Quality & Governance

Analytics Engineering

Python (pandas, NumPy, FastAPI)
Reporting Automation
REST API Design
Docker
Azure App Services
AWS (EC2, S3, Lambda)

AI & Emerging Tech

LLM Integration (GPT-4o, Llama)
RAG Architecture
Vector Databases (Qdrant, FAISS)
NL2SQL Systems
Machine Learning (Prophet, LSTM)
Agentic AI Pipelines

Domain Expertise

Hospitality & Travel Technology
Revenue Management Analytics
B2B Commercial Intelligence
Rate Parity & Compliance
Booking Behaviour Analysis
Supply-Demand Forecasting

Career Journey

Experience & Education

/ Experience

Data Scientist / Senior Data Analyst

Current

IOL World

Dubai, UAE

May 2024 – Present
Originated IOL Pulse — POC that became a product serving 90K+ hotels
Built Athena AI layer, eliminating 90% of manual data extraction
Delivered $350M → $1B revenue forecasting strategy to C-suite
Designed 19-module commercial intelligence platform on 2M+ records

AI/ML Engineer → Team Lead

Codistan Ventures

Islamabad, Pakistan

Oct 2021 – Oct 2023
Promoted to Team Lead within 6 months
Led delivery of 25+ enterprise ML/AI projects
Built predictive pipelines for MLB, NFL, NBA, NHL leagues
Managed international client relationships and delivery

Python / Data Engineering Intern

VisionX Technologies

Islamabad, Pakistan

Aug 2021 – Oct 2021
Built data scraping & processing pipelines for logistics
Developed REST APIs for real-time data synchronisation

/ Education

MSc Data Science — Distinction

2023–2024

Middlesex University Dubai

Thesis: Predictive Analytics for Hotel Bookings using LSTM

BSc Computer Engineering — Gold Medalist

2018–2022

Bahria University, Islamabad

FYP: Deep Learning-based Person Re-Identification

/ Certifications

DP-100: Azure Data Scientist Associate — Microsoft
PL-300: Power BI Data Analyst Associate — Microsoft
AWS Machine Learning Foundations — Amazon
HackerRank: SQL (Advanced) · Python · Problem Solving

About

Who I Am

I'm an analytics leader based in Dubai, working at the intersection of data, product, and commercial strategy in hospitality technology. Over the past 5 years I've moved from building ML pipelines to owning the analytics layer of products that run at enterprise scale.

I've learned that the most important skill in this field isn't technical — it's the ability to understand what a business actually needs from its data, and then build the thing that delivers it.

Currently open to Analytics Lead, BI Lead, Analytics Manager, and Head of Analytics opportunities where I can build and scale a data function that drives real commercial outcomes.

Leadership Philosophy

How I Think About Data

“Analytics only creates value when it changes a decision. Every system I build starts with the same question: what decision does this need to support, and what would make the person making that decision more confident and faster?”

I don't believe in dashboards for the sake of dashboards, or models for the sake of models. I believe in understanding the commercial problem first — the stakeholder pressure, the missing visibility, the process that's breaking.

The best analytics work is invisible. When it's done right, the business team doesn't think "I used a tool." They think "I made a better decision."

Thought Leadership

Perspectives on Analytics Leadership

Articles coming soon
Product Analytics

How I Turned a 3-Day POC Into a Product Used by 90,000 Hotels

The story behind IOL Pulse and what it taught me about the gap between analytics demos and analytics products.

Coming soon
Analytics Strategy

Why Your BI Dashboard Isn't Changing Decisions

The difference between a dashboard that informs and one that drives action — and the design choices that determine which one you've built.

Coming soon
AI & Analytics

Conversational Analytics: What It Actually Takes to Build It

What I learned building Athena: entity resolution, hallucination prevention, and why most LLM analytics tools fail in production.

Coming soon

Contact

Let's talk about what data can do for your organisation.

Open to Analytics Lead, BI Lead, Analytics Manager, and Head of Analytics opportunities — and always interested in conversations with people building serious data functions.

/ Quick Stats

LocationDubai, UAE
Experience5+ Years Enterprise Analytics
DomainHospitality & Travel Technology
Target RolesAnalytics Lead / Manager / Head of Analytics