
Revology Analytics Insider
Browse Contents Based on Category or Topic
Filter by Category
Filter by Topic/Tag
- AI
- AI Pricing
- AI in Business Analytics
- AI/ML
- AI/ML Distribution
- Analysis with Python
- Analysis with R
- Analysis with Tableau
- Analytics Leadership
- Attribution Modeling
- Bayesian Modeling
- Budget Optimization
- Business Growth through Pricing
- CPG
- CRM Data Analysis
- Commercial Analytics Transformation
- Competitive Analysis
- Competitive Pricing
- Consumer Durables
- Consumer Products
- Cross-Sell Optimization
- Customer Analytics
- Customer Churn Modeling
- Customer Retention
- Customer Segmentation
- Data Visualization
- Data Warehouse
- Data-Driven Decision Making
- Data-driven Pricing
- Discount Management
- Distribution
- Durable Goods
- Dynamic Pricing
- Forecasting
- Growth Drivers Analysis
- HiPPO effect
- In-sourced Pricing
- Industrial Manufacturing
- Industry Margin Pools
- Inventory
- Inventory Waste
- Knowledge Graphs
- Machine Learning
- Manufacturing
- Margin Analytics
- Margin Erosion Prevention
- Margin Optimization
- Marketing Analytics
- Marketing Effectiveness & Optimization
- Marketing Mix Modeling
Subscribe to Revology Analytics Insider
Want to stay abreast of the latest Revenue Growth Analytics thought leadership by Revology?
RA Quick Insights: Top Pricing Quick Wins for Distributors
Below are my top Revenue Growth Analytics quick wins that Distributors should implement (or right-size) to boost gross profits $ by 5-20% and increase liquidity.
RA Quick Insights: Why You Should Know Your Industry Margin Pools
At its very basic level, industry margin pools help you understand what share of the total profits goes to each supply chain participant, from Manufacturer, Distributor, to Retailer.
RA Quick Insights: The Misconception About Building Foundational Promotion Effectiveness & Optimization Solutions (in under 90 days)
If you are a ~$1B Manufacturer or Distributor that spends ~ 15% of its Gross Revenues on Promotions & Rebates, every 50bps improvement in your Promo ROIs will drive +$0.75MM to your EBITDA. Let me describe the steps to take to enable these capabilities for your organization.
Driving Manufacturer Gross Profit through bespoke Promotion Effectiveness and Optimization Capabilities
Did you know that most promotional investments by Manufacturers are a negative ROI investment, and each 1% improvement in Promo ROI can be a massive benefit to your Operating Profit?
Many mid-market manufacturing CFOs, CMOs, Pricing, and Sales executives are struggling with Promotional spending outpacing Profit growth, leading to unnecessary profit erosion.
Fortunately, most companies have the proper data assets to build sophisticated and actionable Promotion Effectiveness & Optimization solutions in-house, using methods and technologies they are already familiar with.
If you've always wanted to know how to build robust Pricing & Promotion Analytics capabilities organically and quickly (in ~ 4 months), please read this detailed Case Study that walks you through the critical steps with concrete examples.
RA Quick Insights Video Series: Driving rapid margin actions with transactional data analysis (Part 1 - Margin vs. Sales Matrix)
Part 1: Using Gross Margin % vs. Net Sales Customer Matrix to segment customers into actionable Sales & Pricing performance clusters.
RA Quick Insights: Break-Even Price Elasticities - a Simple, but Powerful Sanity Check
Have you ever offered a deep Price Discount in December in hopes of accelerating 4Q and YE target achievement, only to drive Unit Sales but suffer huge Gross Profit losses?
RA Quick Insights: The Power of Bayesian Analysis for Pricing Scenario Modeling
If you haven't tried #bayesian analysis to attack common business problems, I highly encourage you to explore it.
Companies' data science curve often starts with linear regression before a giant leap to ML within weeks or months (ensemble models, even some deep learning).
In pragmatic terms, the power of Bayesian modeling comes from being able to assign probability intervals to predictions.
RA Quick Insights: Using Sales Stack Ranking to Grow Net Sales & Profits
Commercial Analytics, aimed at improving Gross Profits and Sales Productivity, doesn't have to be complex to drive the proper outcomes with Pricing and Sales teams.
𝐒𝐚𝐥𝐞𝐬 & 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐢𝐧𝐠 𝐒𝐭𝐚𝐜𝐤 𝐑𝐚𝐧𝐤𝐢𝐧𝐠 is another simple yet effective Revenue Analytics technique to steer Sales behavior in the right direction and drive incremental Net Sales (and Gross Profits).
How to Build Transformative Margin Optimization Capabilities in 90 days: Part 1
Most mid-market companies are still stuck with basic reports and ad-hoc Pricing & Profitability analyses that take several weeks, offer little actionable insights, and are not reproducible. There is also a widespread misconception that it takes heavy upfront investment (both time and money) to build Margin Analytics & Optimization platforms that can truly transform an organization's Pricing discipline and customer & product analytics rigor.
Regardless of your company's growth stage, it is paramount that you have an easy-to-use and actionable Margin Analytics platform that provides rapid descriptive (what happened), diagnostic (what caused it), and predictive (what will be the impact) analytics capabilities.
RA Quick Insights: Mistake in Customer-Facing Analytics Solutions
I often see Manufacturers and Wholesalers making the mistake of trying to revolutionize entrenched Customer habits vs. creating easy-to-use, pragmatic analytics solutions that Customers understand and care about.
RA Quick Insights: Gross Profit Decomposition
This week, we'll dive into another foundational but influential Margin Analytics technique, the Gross Profit Growth Decomposition using raw Transactional Data.
Revenue Growth Analytics and Sales: It's a Team Sport
Commercial Analytics in B2B environments is a team sport: you need to win the trust and credibility of the Sales Team to accelerate the impact of analytics and drive sustainable Pricing and Data ROI for your company.
Read this brief opinion piece on why listening to and collaborating with your Sales teams is not optional - it's essential.
RA Quick Insights: Using Discount Curve Analysis to Evaluate Pricing Behavior
This week, I wanted to show you another simple yet effective revenue analytics technique to steer sales behavior in the right direction and drive Gross Profits.
The Importance of Knowing Your Price Elasticities
Why is it essential to understand the business impact of Price changes and Promotional investments, and what are the analytical approaches to estimating Price elasticities?
With continued data proliferation and the democratization of popular Machine Learning methods among the data analyst community, knowing your Price and Promotional elasticities at the Customer-Product level is fundamental to Finance, Sales, and Revenue management.
Fix Your CRM Data to Boost Sales Productivity by +10-15%!
Below is a quick guide summarizing a previous Revology Analytics article that demonstrates why healthy Customer Data is crucial to enabling powerful Sales Growth Analytics for companies. It also highlights steps you can take today to translate your CRM data into Revenue & Margin Growth.
RA Quick Insights: Driving rapid pricing actions with transactional data visualizations
A brief example of how visual analytics using Sales & Pricing metrics can be powerful in driving real, measurable change for your company.
Is too much discounting preventing you from meeting profitability targets?
Price leakage is a big problem for most Manufacturers and Distributors and can have a considerable adverse effect on their Operating Profits. One of the big reasons price leakage occurs is not having an adequate Margin Analytics Platform deployed and used across the organization. This means no effective measurement systems track discounts and rebates versus guidelines or strategies.
In this brief guide, we will discuss how to build a robust in-house solution, leveraging standard technologies you are familiar with. Most executives in charge of Pricing/Margin are hesitant to go down the margin analytics platform path, thinking it will take years and $ millions to implement. We will show you how to achieve 80-90% potential value realization using simple techniques and analytical methods.
Driving Sales & Margin Performance with Self-Serve Analytics
Many middle-market companies are struggling to do action-oriented Commercial Analytics on a real-time basis. Understanding Sales, Pricing, and Margin performance vs. corporate objectives and strategies, along with proactively identifying and quantifying quick wins for improvement, is often a multi-day reactive, knee-jerk exercise. Pricing, Finance, and Commercial leaders are reticent to invest $MMs in turnkey price analytics solutions given high costs and long lead times – not to mention lack of flexibility and adoption issues that often yield a suboptimal return on investment.
Fortunately, you can do most of the above quickly, effectively (and cheaply!) using popular self-serve BI solutions like Tableau or Power BI.
The Unproductivity Problem with Your Inventory
Unproductive inventory often accounts for 20-30% of wholesale businesses' merchandise. For many, it's just the cost of doing business. But it doesn't have to be that way. Unproductive inventory ties up your cash, erodes your profitability, and puts you at the risk of not meeting debt obligations for your asset-backed loans. Automated markdown pricing is one of the most effective ways to address this problem, and simple analytical solutions (no "ML and AI) can often yield significant benefits. Learn more below how.
I welcome your comments or similar experiences.