#sales-forecasting

AI HUM

PA Paul Kellar · Building Ibotta

Taming a Heavy-Tailed Distribution: How We Built ibotta’s Offer Velocity Model

By Paul Kellar, Senior Data Scientist @ ibotta

Jun 30, 2026 · 8 min read · 76 claps #ai #machine-learning #sales-forecasting

ECO

CH Christine Valtitude

Demand Planning — Process design

Because of the diverse experience of Demand Planning Net Consultants, we can design and deliver the process in almost half the time and…

Jun 09, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christineh Valtitude

Demand Planning — What Do We Offer?

Are you using SAP IBP just to type in forecasts and pass them along? If so, you’re missing out on the platform’s full potential!

Jun 09, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christine Valtitude

Demand Planning — Demand planning process

The demand planning process should be designed to deliver an accurate forecast — the right product, the right time, and the right location…

Jun 02, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christine Valtitude

Demand Planning — Demand Planning & Sales Forecasting Consulting:

Demand Planning & Sales Forecasting Consulting: Design and Development of a Sales Forecasting and Demand Planning program

Jun 02, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO MED AI

CH Christineh Valtitude

Demand Planning — Consulting — Demand Planning Diagnostic

Analyze and Benchmark your Demand Planning process with industry standards and recommend key areas for improvement:

Jun 02, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christineh Valtitude

Demand Planning — What are the objectives of Sales Forecasting?

Volume and Revenue Planning​

Jun 02, 2026 · 0 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO

CH Christine Valtitude

Demand Planning — S&OP process re-design

How does a S&OP process re-design work?

May 29, 2026 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO AI

CH Christine Valtitude

Demand Planning — MAPE and bias to ensure a comprehensive understanding of accuracy

When analyzing forecast performance, practitioners should carefully assess both MAPE and bias to ensure a comprehensive understanding of…

Mar 11, 2026 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO SOC

CH Christineh Valtitude

Demand Planning — Mean Absolute Percent Error or MAPE

When discussing forecast accuracy in the supply chain, we typically have one measure in mind: the Mean Absolute Percent Error or MAPE…

Mar 11, 2026 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO AI

CH Christine Valtitude

Demand Planning — MAPE, WMAPE and Forecast Bias

MAPE and Bias

Mar 09, 2026 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO AI

CH Christineh Valtitude

Demand Planning — MAPE and Bias

Mean Absolute Percentage Error (MAPE) is a widely used metric for evaluating forecast accuracy. However, it is important to interpret MAPE…

Mar 09, 2026 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO

CH Christine Valtitude

Demand Planning — Demand Plan

➢ Demand Plan is a statement of expected future demand that is derived using a statistical forecast and enhanced with customer…

Mar 02, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christineh Valtitude

Demand Planning — Effects of Demand Volatility

Is MAPE a questionable measure?

Mar 02, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO SOC

CH Christine Valtitude

Demand Planning — Forecast Accuracy —

Demand visibility is a vital component of an effective supply chain.

Feb 23, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO AI

CH Christineh Valtitude

Demand Planning — Incentive Alignment using Metrics

How to measure the Demand Chain?

Feb 23, 2026 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

MA Martal Team

Is Your Sales Pipeline Hiding the Truth About Your Forecasts? Let’s Fix That

Sales teams often toss around the terms pipeline and forecast, but using them interchangeably is a mistake. Understanding the difference …

Jan 06, 2026 · 3 min read · 0 claps #b2b-sales-pipeline #b2b-sales-forecast #sales-pipeline

ECO

KA KASMO

How Demand Forecasting in Retail Shapes What Sells, What Doesn’t, and Why

Introduction Retail success today depends less on intuition and more on the ability to predict what customers will want next. As customer…

Jan 01, 2026 · 1 min read · 0 claps #retail-demand-forecasting #sales-forecasting #retail-strategy

ECO MKT

CH Christine Valtitude

Demand Planning — PlanVida — Analytics and Data Insights

Starting with Forecastability analysis to identify data patterns, PlanVida generates reports for Forecast Accuracy and Product Mix. It…

Dec 15, 2025 · 1 min read · 0 claps #demand-planning #forecasting-software #forecasting-consulting

ECO MKT AI

CH Christine Valtitude

Demand Planning — PlanVida — Portfolio Optimization

PlanVida offers Product & Customer Segmentation with ABC Classification. In addition, it allows for SKU Rationalization analysis for a…

Dec 12, 2025 · 0 min read · 0 claps #demand-planning #forecasting-software #inventory-management

ECO SOC

CH Christineh Valtitude

Demand Planning — Forecast accuracy in the supply chain

When discussing forecast accuracy in the supply chain, we typically have one measure in mind: the Mean Absolute Percent Error or MAPE…

Nov 10, 2025 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO

CH Christine Valtitude

Demand Planning — Effects of Demand Volatility

Is MAPE a questionable measure?

Nov 06, 2025 · 1 min read · 0 claps #demand-planning #sales-forecasting #forecasting-consulting

ECO SOC

CH Christineh Valtitude

Demand Planning — Forecast accuracy in the supply chain

When discussing forecast accuracy in the supply chain, we typically have one measure in mind: the Mean Absolute Percent Error or MAPE…

Oct 13, 2025 · 1 min read · 0 claps #demand-planning #mape #sales-forecasting

ECO AI

CH Christineh Valtitude

Demand Planning — Analyzing forecast performance

When analyzing forecast performance, practitioners should carefully assess both MAPE and bias to ensure a comprehensive understanding of…

Oct 09, 2025 · 1 min read · 0 claps #demand-planning #mape #sales-forecasting

MKT

CH Christine Valtitude

Demand Planning — Promotional planning process

the following challenges are very common in the promotional planning process for a typical manufacturer:

Sep 23, 2025 · 1 min read · 0 claps #demand-planning #forecasting-consulting #sales-forecasting

ECO

CH Christine Valtitude

Demand Planning — Sales and Operations Planning Process

Inventory and operations planning

Aug 07, 2025 · 0 min read · 0 claps #demand-planning #demand-forecasting #forecasting-software

HUM AI

SU Sudip Majumder · 𝐀𝐈 𝐦𝐨𝐧𝐤𝐬.𝐢𝐨

Solving issues in the retail sector requires a comprehensive approach that addresses both internal…

Creating a system integration, such as BHASHINI, for the VoiceText Multilingual Solution involves several steps.

Jul 19, 2024 · 2 min read · 0 claps #ai-voice-text-to-speech #multilingual-solution #retail-erp-solutions

ECO SOC

CH Christineh Valtitude

Account Based Forecasting (ABF)

Account Based Forecasting or ABF is a key building block in establishing a collaborative demand planning process with your key customers…

Jul 02, 2024 · 1 min read · 0 claps #abf #demand-forecasting #demand-planning