How food-manufacturers turn demand forecasting into a competitive edge:
• Carry less raw materials and Finished goods inventory
• Fewer write-offs of perishable and expensive ingredients
• Ability to negotiate contract pricing with suppliers
• Longer production runs, more throughout with less change overs
• “what if” scenarios allow for strategic purchasing and production planning
• Lower fright costs from less expediting of raw materials.
S&OP Framework and Case Study (PlayStation) Presented at the Business Forecasting and Predictive Intelligence Summit. San Francisco October 17th -18th 2013
S&OP Framework and Case Study (PlayStation) Presented at the Business Forecasting and Predictive Intelligence Summit. San Francisco October 17th -18th 2013
Lectures on Production Planning and Control for B.Sc. Students - Industrial Engineering Branch -Department of Production Engineering and Metallurgy- University of Technology - Baghdad -Iraq
Sales & Operations Planning (S&OP) and integrated business planning (IBP) align demand, supply and finance, allowing a holistic view across all departments so that businesses can test the financial impact of different “what if” options and respond to unplanned events--both positive and negative. Visit http://www.steelwedge.com/resources/s-and-op-intro
MRP, MRP2 and ERP system in supply chainSaad Munami
Material Requirement Planning (MRP),
Manufacturing Resource Planning (MRP 2),
Enterprise resource planning (ERP)
Systems in SCM
Definations with explaination
A Five Step sales forecasting tool for food businessesFoodBevXpert
Do you know how to create a sales forecast? The usual answer for most food entrepreneurs is… no!
In retail foods you need a forecast and the best type forecast is called a Buildup Sales Forecast… it is based on certain assumptions that you make on what is called “sales per point of distribution”. It is not mathematically difficult and just requires understanding how the grocery retailer buyer thinks. It also is based on the category your product resides, your competition and then ultimately the consumer… the person who buys the product at the supermarket.
So here is Sales Forecasting in 5 Easy Steps
Lectures on Production Planning and Control for B.Sc. Students - Industrial Engineering Branch -Department of Production Engineering and Metallurgy- University of Technology - Baghdad -Iraq
Sales & Operations Planning (S&OP) and integrated business planning (IBP) align demand, supply and finance, allowing a holistic view across all departments so that businesses can test the financial impact of different “what if” options and respond to unplanned events--both positive and negative. Visit http://www.steelwedge.com/resources/s-and-op-intro
MRP, MRP2 and ERP system in supply chainSaad Munami
Material Requirement Planning (MRP),
Manufacturing Resource Planning (MRP 2),
Enterprise resource planning (ERP)
Systems in SCM
Definations with explaination
A Five Step sales forecasting tool for food businessesFoodBevXpert
Do you know how to create a sales forecast? The usual answer for most food entrepreneurs is… no!
In retail foods you need a forecast and the best type forecast is called a Buildup Sales Forecast… it is based on certain assumptions that you make on what is called “sales per point of distribution”. It is not mathematically difficult and just requires understanding how the grocery retailer buyer thinks. It also is based on the category your product resides, your competition and then ultimately the consumer… the person who buys the product at the supermarket.
So here is Sales Forecasting in 5 Easy Steps
To appreciate the importance of effective and efficient utilization of information for logistics management
To learn about general types of information systems and their logistical applications
Retail Merchandising Strategy for Fashion MerchandiseVISHWA VARUN
Research provides a basic understanding of the merchandising concept to underline the relevance of merchandise planning in a retail organization. To provide information on merchandise grouping, defining the concept of merchandise hierarchy. It explains what is meant by merchandise buying and replenishment planning.
This research also covers the planning and carrying out of buying and selling activities including the responsibilities of buyers. It follows the flows of merchandise from arrival in the store to purchase by the customers. Today, stores use aggressive merchandising techniques for men’s and children clothing too. Fashion influence has also spread to all other areas of retailing from cosmetics and home furnishings to cookware.
Every area of merchandising responsibility needs planning and organization to make it function properly and to ensure successful buying and selling. Merchandising responsibilities are usually divided between two chains of command .The buying line has responsibility for merchandise content and assortment; the store line is the liaison between the merchandise organization and customers. The buying line works behind the scenes; the store line interface with customers on a daily basis. The goal is to sell merchandise.
The merchandise managers and buyers of the buying line must do all the planning and other activities necessary to bring the right merchandise in to the store at the right time to satisfy the store customers.
(LOG + SCM) LOGISTICS + SUPPLY CHAIN MANAGEMENT Rajat Bhoir
INVOLVES HARD WORK OF ME WITH MY GROUP
THIS PRESENTATION GIVES YOU BRIEF IDEA OF WHAT IS LOGISTICS AND SCM
IT ALLOWS YOU TO UNDERSTAND WHAT IS LOGISTICS , HOW ITS IMPORTANT FOR FIRM, HOW LOGISTICS IS PART OF SCM AND ALSO THE CONCEPT OF EXTENDED ENTERPRISE CONCET ALONG WITH RELATIOSHIP BETWEEN CUSTOMER AND SUPPLIER
#Demand Forecasting & Inventory Optimization# By SN PanigrahiSN Panigrahi, PMP
#Demand Forecasting & Inventory Optimization# By SN Panigrahi
Demand Forecasting is the Scientific & Analytical Prediction & Estimation of Future Demand for Goods or Services for a Particular Period for the Purpose of Short Term or Long Term Decision & Planning.
It is Necessary for Sound Planning
It Lays the Foundation for Production, Operation & Sales
Basis for Budgeting & Financial Projections
Provides Guidelines for Forecasts of Related Industries
Real Estate collapsed, Global Stock Market imploded, consumer confidence is waning, sales decline, and production slows. What were the warning signs? When will it end? What should do to get through it, and how will we know that the economy is coming back? A look at the domino effect and response as it applies to reverse logistics.
FP&A sits at the core of corporate finance. That includes strategy, planning, forecasting, and analysis, where everyone from financial analysts to the CFOs themselves make their biggest impact and drive the business. It simply makes sense to be as automated and efficient (linear) as possible, minimizing time spent on data gathering and dissemination and maximum time spent where it counts – thinking about how we make the business better.
This webinar will lay out the case for fully leveraging technology in your FP&A organization and processes, with a focus on strategies, best practices and real-world examples. This will be brought to you by Jeff Wuest, a former global finance leader at Procter and Gamble.
This webinar will also include a demonstration of how the right technology can help shift your workload from collecting and consolidating data to delivering insights for business growth.
From the presentation, cost of paper reference: http://www.qls.com/blog/the-real-cost-of-paper-facts-that-show-what-your-business-spends-and-where-it-can-save
Plant, Quality, & Safety managers know a good QMS can make their businesses more profitable and their jobs far easier, but translating this into hard ROI dollars and convincing senior management to make an investment in technology isn't easy. Here's how to get senior management to listen.
Technology as a Driver for the Chemical Enterprise Sage X3Net at Work
With ever-changing compliance rules and greater complexity, disjointed systems are the enemies of chemical manufacturers & distributors — occurring when ERP, CRM, & supply chain processes are allowed to operate in silos. Thankfully, today's business management solutions have been evolving to meet the industry's complex demands.
Food manufacturers are not unique in the problems they have in evolving and becoming more competitive in their market place. This is a short presentation that talks to the main reasons manufacturers find it so hard t adapt and change and improve their performance.
A Practical Approach to Align and Deliver Adaptive StrategyCprime
Leaders in organizations undertaking digital transformation need to connect emergent business strategy, execution, and financial management to move as quickly as the market demands.
In this webinar, we discussed how to “set the table” for these aspects of your business to operate with agility and financial governance. We also highlight how the alignment of process and technology with tools like Apptio Targetprocess enables enterprise-wide alignment around outcomes for practical application of these principles.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Generating a custom Ruby SDK for your web service or Rails API using Smithyg2nightmarescribd
Have you ever wanted a Ruby client API to communicate with your web service? Smithy is a protocol-agnostic language for defining services and SDKs. Smithy Ruby is an implementation of Smithy that generates a Ruby SDK using a Smithy model. In this talk, we will explore Smithy and Smithy Ruby to learn how to generate custom feature-rich SDKs that can communicate with any web service, such as a Rails JSON API.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
Elevating Tactical DDD Patterns Through Object CalisthenicsDorra BARTAGUIZ
After immersing yourself in the blue book and its red counterpart, attending DDD-focused conferences, and applying tactical patterns, you're left with a crucial question: How do I ensure my design is effective? Tactical patterns within Domain-Driven Design (DDD) serve as guiding principles for creating clear and manageable domain models. However, achieving success with these patterns requires additional guidance. Interestingly, we've observed that a set of constraints initially designed for training purposes remarkably aligns with effective pattern implementation, offering a more ‘mechanical’ approach. Let's explore together how Object Calisthenics can elevate the design of your tactical DDD patterns, offering concrete help for those venturing into DDD for the first time!
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
2. Please feel free to ask questions throughout the presentation
using the Q & A entry area in GoTo Webinar
Questions will all be addressed at the end of the presentation
Recordings of the presentation will be made available to all
attendees
Copies of the slide decks will be made available to the attendees
3. Introduction
SYSPRO Software – who we are
SYSPRO in the Food Industry
Industry insights on Forecasting in the food industry
Demonstration – how Forecasting benefits entire company
Closing and Questions and Answers
4. Mauricio Lozano
Director of Operations for Nectar Juicery, Instructor in the BCIT Operations Management program, and
industry visionary specializing in some of the most important challenges facing food manufacturers.
Steve Bassaw
Supply chain professional of 20 years whose experience includes materials management for one of BC's
largest food processors and advising the BCIT Operations Management program. Steve is a Product
Owner and supply chain specialist with SYSPRO Canada.
5. Global Organization
One of largest independent suppliers of Enterprise Business Solutions
14,500+ companies using SYSPRO Globally
Customers in 63+ countries across 6 continents
1,100+ Food and Beverage customers globally
1,300+ companies using SYSPRO in Canada
Highest customer retention in the industry
Specializing in manufacturers and wholesale distributors
6.
7. A tool for making better decisions & happier customers
Look at past inventory usage ...
... to predict future needs ...
... with some adjustments for reality
8. Companies that have formal forecasting:
Increase inventory turns
Reduce inventory levels by over 20%
On $1 M in inventory
$200,000 injection of cash
$ 50,000 in carrying charges
Increased “Availability” by 10%
(# of sales) / (# sales + # lost sales)
$4M in sales at 30% GP = $120,000
Forecasting saves money
10. fore·cast
ˈfôrˌkast/
Verb
1. predict or estimate (a future
event or trend)."rain is forecast
for eastern Ohio"
synonyms:
Predict, prophesy,
prognosticate, foretell, foresee,
forewarn of "they forecast
record profits”s
noun
noun: forecast; plural noun:
forecasts
1. a prediction or estimate of
future events, especially coming
weather or a financial trend.
synonyms:
Prediction, prophecy,
forewarning, prognostication,
augury, divination, prognosis “a
12. Forecasting
Process of predicting a future event
Underlying basis of all business decisions
Sales
Marketing
Supply chain
Maintenance
Human Resources
Finance
13. Benefits
Sales
High service levels, require enough stock
Too much stock
Involves distressed product waste or discounted
Low stock
Involves dissatisfied customers, missed sales and bad reputation
14. Benefits
Marketing
Accurate budgeting for advertising
Marketing contribution planning
Knowing when and where to spend funds
Knowing when to remove spending to increase profit
Product life cycle stage
15. Benefits
Supply Chain
How much to produce & when to produce
Just in time management requires low levels of inventory or no inventory
Better purchasing contracts
Product storage is costly
Some supplies are sensitive to shelflife
16. Issues with over producing
Scrap
Setup
time
Quality
problem
Late
s
deliveries
Process
downtime
Scrap
Setup
time
Quality
problem
Late
s
deliveries
Process
downtime
Inventory
level
Inventory
level
17. Benefits
Maintenance
When to schedule preventive maintenance
Anticipating equipment purchases
Scheduling overhauling
Project Management
18. Benefits
Human Resources
Right staffing level
Decisions on hiring or layoffs
Planning for vacations and holidays
19. Benefits
Finance
Profits planning
Earnings per share
Accurate overhead absorption
Underestimating volume can mean negative variances in utilities, taxes and
salaries
20. Types of Forecasts by Time
Horizon
Short Range
• 1 to 12 months
• Just in Time
manufacturing
plan
• Master
Production
Schedule
Medium Range
• 3 months to 3
years
• Budgeting
• Purchasing
contracts
• Profits
projections
Long Range
• >3 Years
• Capacity
planning
• Product
launches and
discontinuation
21. Product Life Cycle
Introduction
Growth
Maturity
Decline
In what stage is your product?
22. Introduction Growth Maturity Decline
Moving Average
Polynomial Regression
Y = ax2 + bx + c
Linear Regression
Y = ax + b
Exponential Smoothing
Ft = Ft-1 + (At-1 – Ft-1)
Linear Regression (Trend
Line)
Y = ax + b
Least Squares
Best period to
increase market
share
R&D product
engineering critical
Exponential Smoothing with
Trend Adjustment
Ft = Ft-1 + (At-1 – Ft-1)
Tt = (Ft - Ft-1) + (1- )Tt-1
Practical to change
price or quality image
Strengthen niche
Cost control
critical
Poor time to change
image, price, or quality
Competitive costs become
critical
Defend market position
Company Strategy/Issues
Best Model to
Forecast
Sales
x y nx y
x nx
b
i
n
i
i i
n
i
a y bx
23. Forecasting issues
Using shipment history
Relying on bad data
Excessive "gut feel" overrides
Poor event planning
Senior management meddling
Failing to measure sales forecast accuracy
Safety stock based on forecast error
Tolbert, Fred. 7 sins of Sales Forecasing. APICS
29. BENEFIT REASON
Save time creating PO’s Forecasts drive Suggested PO’s
vs. spreadsheets/winging it
Buyers more proactive, strategic Forecasts = predictability = less
fire-fighting
Lower raw material costs Negotiate contract prices vs.
spot market
Lower freight costs Less expediting inbound raw
materials
“What-if” agility See effects of forecast changes
Less storage space needed Carry less inventory
30. BENEFIT REASON
Save time creating Jobs Forecasts drive Suggested Jobs
vs. spreadsheets/winging it
More proactive More predictable, longer
production runs
Lower production costs Higher throughput, fewer
changeovers, less O/T
“What-if” agility See effects of forecast changes
31. BENEFIT REASON
More money Carry less inventory on RM and
FG
More money Higher service levels to
customers = higher revenue
Lower costs Supplier contract prices vs. spot
market
Lower costs Less expediting of inbound raw
materials and outbound sales
Lower costs Less O/T in production
Lower costs Fewer write-offs of expired items
32. BENEFIT REASON
Higher sales Higher service levels
Fewer lost customers Higher service levels
Saves time Automated forecasts vs.
spreadsheets
33. Simplify your business
Support forecasting requirements
Improve productivity
Realize fast, long-term ROI
Extend insight across your organization
Rapid deployment
A well experienced, national team