SlideShare a Scribd company logo
1 of 26
Download to read offline
1
Q: Why accuracy? Isn’t velocity more important?
A: Accuracy should come before efficiency, especially in applications
requiring track and trace compliance like HACCP and S-OX. Without
accuracy, any time saved rushing will be lost several times over as a result
of errors.
Start with two accounting reasons
- Fixing errors consumes resources
- Lowering stock levels frees up capital
Follow with two of the many of customer service reasons
- If you can’t find it, you can’t sell/use it
- If you have it but don’t know it, you might as well throw it away
© Copyright Greg Dow, 2016
Some mistakes happen because the jobs requirements are complicated
- Unit of Measure Conversion
- Kits versus Components
- Trace Violations
- LIFO vs FIFO
Some mistakes happen because the tasks are just plain boring
- Mis-counting items
- Missing an entire line item
- Transpositions & typos
But according to Deming, almost everything is the responsibility of management,
even warehouse errors. It’s management’s job to fix the systems and train the
people.
2
People come first! The use of bar codes does not eliminate the need to read the
item markings. Customers and consumers may not have scanning equipment, and
your own material handling staff need to find the correct items before scanning
them.
By legibility, I don’t just mean font size. It is helpful to have some logical pattern to
item codes and location coordinates. Use optical cues in long codes like
punctuation, font changes, underlines and boxes for the benefit of the reader.
Display any aliases such as the supplier part number or customer part number.
Populate any alias fields in the system and program the transactions to accept the
aliases in lieu of the native codes.
3
Errors increase with task difficulty. So if data entry is made more difficult by
technology, data entry errors will increase too.
For example, did anyone ever like typing alpha messages when they only had a
numeric keypad? Thirteen year old girls who do nothing except text might disagree,
but they are in the minority. Here are a few pointers for key entry
- Upper case only and have software convert all lower case characters to upper
case
- Minimize alpha
- Eliminate punctuation or use data masking to automate this
Now try to get a straight scan beam across the entire barcode at the same time.
These barcodes would scan a lot faster with two label design improvements
- Increase the aspect ratio (height to width)
- Add more white space left and right. These are called quiet zones. One quarter
inch at each end is recommended.
4
Most of us can read line one of the above eye chart from a long distance. Only
Bugs Bunny can read line 11 from across the room. I couldn’t read line 11 if it was
right under my nose.
Barcode and RFID readers have well documented scanning ranges. These ranges
vary with the size of the barcode or RFID tag antennae. Test your intended readers
with your intended media before you buy.
5
Industry standards exist for a reason. They are created by subject matter experts to
ensure that their specific industry supply chain is best served by common product
and shipment markings. Standards exist not only for the markings, but also for the
EDI data formats. Compliance is typically demanded by consumers of their
suppliers, who, in turn, demand compliance of their suppliers. Thus, these
standards propagate up and down the supply chain.
If you industry has them, then use them.
6
If your industry doesn’t have any compliance standards, create your own and
request compliance from your suppliers. This way, all items that you receive will
have legible and relevant markings.
Base your compliance standard on the closest thing from a similar industry. That
way, many of your suppliers may already be compliant with your request, reducing
their resistance.
7
In this case, and manufacturer in the aerospace and defence industry created their
own standard based on the standards used in the electronics industry.
A single scan of this 2D barcode would parse the messaged into six items and
populate the appropriate fields on the mobile terminal receiving window.
8
In order to reduce resistance from their suppliers, they created and distributed an
MS Excel spreadsheet that would concatenate the appropriate data and create a 2D
barcode image that could be copied for pasting into packing slips and item shipping
labels. This made things more accurate and efficient for both the manufacturing
company and their suppliers.
9
Data entry doesn’t end with just the items. Just about any piece of data can be
replaced with a barcode or RFID tag.
Locations marking is important because if the barcode is scanned when items are
put away, the system knows exactly where they are, eliminating most of the
difficulties finding things.
Also, make sure that the coordinate numbering scheme can be properly sorted as a
text file. Make each segment fixed length and pad the leading edge of numeric
sections with zeros.
A common numbering convention is ZABC – Zone, Aisle, Bay, Level. In the top left
image, the rack is the 123rd bay in zone A, aisle B. Slot A is the floor below the first
beam. Slots B, C, D and E are on the 1st, 2nd, 3rd and 4th beams of the bay.
10
A proper location master file should have more than just a list of LocationIDs. Each
location should have properties for zone, temperature, dimensions, elevation,
required equipment, ABC classification, pick sort order, hold status, and any security
flags that exist in the central business engine.
Why?
- Because ice cream MUST be stored in the freezer
- Because a lift truck won’t fit in the shelving aisles
- Because a pallet wont fit in a small parts bin
- Because a picker on foot can’t reach the top level of racking
- And many more reasons specific to your operations
11
When the new distribution centre in Vaughan Ontario was built, there was a mix of
lift truck storage and rack storage. The scanners intended for use on the clamp
trucks were specified for long distance scanning of large mill rolls and ceiling
mounted location barcode signs. However, in the racking area, transactions were
made both “man-up” using stairs, and “man-down” using lift trucks.
A special sheet label set was designed, printed on retro-reflective sheet stock, with
colour coded borders. The bottom half of the label set was applied to the lowest
beam and had a barcode for each level of racking. This label would be scanned by
man-down operators. The three labels with individual borders were applied to the
3rd, 4th and 5th beams and could be scanned man-up from the ladders.
12
The size of a storage location should proportional to the size of the storage
containers.
Having a small number of large locations seems easy, from sitting at a desk.
Putting things away is easy. The problem is finding them again. A stock locator
should be able to direct a material handler to within arms reach of the desired item
minimal change of selecting the wrong item from the right location.
So what is the right size? Well that depends. For small parts, the location may be
the bin or drawer section, for automobiles, it might be the parking space. The
answer is really “whatever reduces errors in your situation”.
13
In fixed stock location systems, places are reserved for specific items. When an
item is out of stock, the location is left empty. This waste of space is called
“honeycombing”. In a random stock location, those empty spaces are taken by
other materials as they need to be stored.
This only effects accuracy in situations where similar items are stored in close
proximity. It is very easy to mis-pick an item with similar appearance from an
adjacent location. But if adjacent items are obviously different, operators are less
likely to mis-pick.
14
Here is a good place to repeat W. Edwards Deming’s quote:
“Most troubles and most possibilities for improvement add up to proportions
something like this:
94% belong to the system (the responsibility of management)
6% are attributable to special causes”
It is critical that the system match the process. For example, in processes where
multiple items or LPs are transacted together, the mobile application must allow
items to be transacted in exactly that way. If users must work around the system,
they will make more mistakes.
15
Consider License Plates for unit loads. LPs are like the license plate on a car. It is
unique, but has no information about the vehicle. A data look-up must be performed
to find make, model, year, colour, owner, etc.
Without an LP, the pictured load would have to be moved using three transactions,
one for each item/lot. Once the effort has been made to build a load, a single scan
move of an LP, let’s the software handle the details of moving all of the contents.
If you move loads of mixed items, lots, or traces, license plates may reduce
transactions, and thus errors. Also, LPs can carry attributes for track and trace that
can be assigned on a desktop control centre and enforce on mobile terminals.
16
17
Enforce business rules when and where the work gets done in real-time. To do this,
the computing devices used on the shop floor need to be connected to the central
business engine so that all transactions are processed centrally and validated
against the live database. Typically this involve equipping the workforce with mobile
computers connected to the wireless LAN and running an application to perform
every warehouse transaction against the central business engine.
Q: What’s so good about real-time?
A: All data is instantaneously shared with the central system. With central
data being immediately available and accurate, mobile transactions can be
validated field by field to inhibit errors from being entered into the system.
The need to rekey data is eliminated and there are far fewer errors to back
out of the system.
18
Barcodes are as simple as black and white, but you have to aim a beam across the
barcode it to scan it. Typically, you only get one read per pass of the scan beam.
The error rate is 1 in 3 million characters, or five nines accuracy, so the minimal cost
of equipment and labels is far offset by the virtual elimination of key entry errors.
19
RFID sends tag data to readers by RF signal
Eyes free, means that you don’t need to see the tag to scan it
Hands free means that there are automated “portal” readers available. You don’t
need to aim a beam or press a trigger.
Readers can decode large numbers of tags at the same time.
Each tag is inherently serialized.
Yes, RFID readers ad tags cost a lot more than other data collection technologies,
but in some cases, it is the only solution to high speed high volume scanning of
randomly oriented items.
Also, RFID systems are tricky to install and tune. The materials being tracked and
the environment can have sources of RF interference that inhibit operation. For
example, RF energy is absorbed by water, but reflects off of metal.
20
Voice Directed Logistics is eyes and hands free.
Eyes free improves accuracy by not having to look away from your work at paper or
a screen
Hands free improves accuracy and efficiency by eliminated non-value add handling
of paper or IT devices.
Beyond that, he accuracy depends on how the application is engineered. System
checks are usually build in to the processes to confirm locations, items and
quantities.
Conversions from speech to text and text to speech are typically performed in the
mobile device carried by each user. This means that all network traffic is in text only
– low bandwidth and high speed.
This last case study is about a regional grocery chain. They had two full distribution
centres, and were planning to double the number of stores and build a new DC
within 5 years. They already had a WMS (Warehouse Management) system so
most material transactions were already paperless. While already reasonably
accurate, they needed to greatly increase productivity without sacrificing accuracy.
They decided on the use of voice directed picking for their high touch case pick
operations, while leaving full pallet transactions to conventional barcode technology
21
Within an order, there are hundreds of lines.
Within a line, there may be any number of items. Some quantities exceed that of a
full pallet. Orders are split so that full pallets could be selected from bulk racks
using lift trucks.
The remainder of the order would be for full cases, and would be split again
between dry goods and catch weight freezer items.
Dry goods are picked using walkies and a voice only picking interface.
Catch weight items are picked in the freezer using walkies and colt temperature
rated voice terminals with ring mounted barcode scanners.
22
In the voice picking process, voice prompts are made into the pickers’ headsets.
Their replies into the microphones are converted to text and transmitted as data. All
text/speech conversions are made on the mobile terminals to reduce the load on the
wireless network.
Pickers are directed to the next location in pick route order, where they confirm their
location by reading back a random check digit. Only one SKU is in each location,
so no item checks are required – The confirmed location is sufficient to confirm the
product.
They system prompts the picker with the desired quantity and subtracts each reply
that is made. Pickers are instructed to say what they pick in each lift, and the
system tells them how many more to select until they are done.
The pickers hands and eyes are available for work at all times, leading to a 15%
productivity improvement over barcode based picking.
23
The catch weight process differs from the normal case picking process by making
use of the industry standard labeling. Reading and typing of speaking both the case
weights and case serial numbers is a large source of error and delay. By scanning
the barcodes that already exist on the cases and parsing out the data, the accuracy
and efficiency can be maintained.
24
Barcode and RFID readers have well documented scanning ranges. These ranges
vary with the size of the barcode or RFID tag antennae. Test your intended readers
with your intended media before you buy.
You can download and use this document to help you organize your reader and
media purchases. All that I ask is that you don’t alter or remove my copyright and
contact messages.
25
26

More Related Content

What's hot

5 Ways To Improve Warehouse
5 Ways To Improve Warehouse5 Ways To Improve Warehouse
5 Ways To Improve WarehouseDrew Forte
 
Warehouse Operations and WMS
Warehouse Operations and WMSWarehouse Operations and WMS
Warehouse Operations and WMSMaeverickMatibag
 
Managing warehouse operations. How to manage and run warehouse operations by ...
Managing warehouse operations. How to manage and run warehouse operations by ...Managing warehouse operations. How to manage and run warehouse operations by ...
Managing warehouse operations. How to manage and run warehouse operations by ...Omar Youssef
 
Physical inventory & warehouse layout planning
Physical inventory & warehouse layout planningPhysical inventory & warehouse layout planning
Physical inventory & warehouse layout planningSugun Subudhi
 
Warehousing management
Warehousing managementWarehousing management
Warehousing managementMani Kandan K
 
Warehouse inventory mgmt slides v4-0
Warehouse inventory mgmt slides v4-0Warehouse inventory mgmt slides v4-0
Warehouse inventory mgmt slides v4-0Joe Jackson
 
Benchmarking & Best Practices - Increasing Productivity & Warehouse Efficiency
Benchmarking & Best Practices - Increasing Productivity & Warehouse EfficiencyBenchmarking & Best Practices - Increasing Productivity & Warehouse Efficiency
Benchmarking & Best Practices - Increasing Productivity & Warehouse EfficiencyMichael Mikitka, CAE
 
Ware housing in Logistics management
Ware housing in Logistics managementWare housing in Logistics management
Ware housing in Logistics managementJeyalakshmiAJeyalaks
 
Warehousing operations
Warehousing operationsWarehousing operations
Warehousing operationsSuhail Vighio
 
Warehouse operations.layout & design by Omar Youssef
Warehouse operations.layout & design by Omar YoussefWarehouse operations.layout & design by Omar Youssef
Warehouse operations.layout & design by Omar YoussefOmar Youssef
 
Warehouse Management System
Warehouse Management SystemWarehouse Management System
Warehouse Management SystemRRChandran
 
Presentation on picking
Presentation on pickingPresentation on picking
Presentation on pickingsaadsaldulkar
 
Warehouse Management System
Warehouse Management SystemWarehouse Management System
Warehouse Management SystemVishal Kaushik
 
Lean Inventory
Lean Inventory Lean Inventory
Lean Inventory Tom Craig
 
Warehouse management system presentation
Warehouse management system presentationWarehouse management system presentation
Warehouse management system presentationNimish Arora
 

What's hot (20)

5 Ways To Improve Warehouse
5 Ways To Improve Warehouse5 Ways To Improve Warehouse
5 Ways To Improve Warehouse
 
Warehouse Operations and WMS
Warehouse Operations and WMSWarehouse Operations and WMS
Warehouse Operations and WMS
 
Warehouse management
Warehouse managementWarehouse management
Warehouse management
 
Managing warehouse operations. How to manage and run warehouse operations by ...
Managing warehouse operations. How to manage and run warehouse operations by ...Managing warehouse operations. How to manage and run warehouse operations by ...
Managing warehouse operations. How to manage and run warehouse operations by ...
 
Physical inventory & warehouse layout planning
Physical inventory & warehouse layout planningPhysical inventory & warehouse layout planning
Physical inventory & warehouse layout planning
 
WAREHOUSE OPERATION
WAREHOUSE OPERATIONWAREHOUSE OPERATION
WAREHOUSE OPERATION
 
Warehousing management
Warehousing managementWarehousing management
Warehousing management
 
Warehouse inventory mgmt slides v4-0
Warehouse inventory mgmt slides v4-0Warehouse inventory mgmt slides v4-0
Warehouse inventory mgmt slides v4-0
 
Benchmarking & Best Practices - Increasing Productivity & Warehouse Efficiency
Benchmarking & Best Practices - Increasing Productivity & Warehouse EfficiencyBenchmarking & Best Practices - Increasing Productivity & Warehouse Efficiency
Benchmarking & Best Practices - Increasing Productivity & Warehouse Efficiency
 
Ware housing in Logistics management
Ware housing in Logistics managementWare housing in Logistics management
Ware housing in Logistics management
 
7 Ways to Improve Warehouse Efficiency
7 Ways to Improve Warehouse Efficiency 7 Ways to Improve Warehouse Efficiency
7 Ways to Improve Warehouse Efficiency
 
Warehousing operations
Warehousing operationsWarehousing operations
Warehousing operations
 
Warehouse operations.layout & design by Omar Youssef
Warehouse operations.layout & design by Omar YoussefWarehouse operations.layout & design by Omar Youssef
Warehouse operations.layout & design by Omar Youssef
 
Applying Lean Principles in Warehouse Operations
Applying Lean Principles in Warehouse OperationsApplying Lean Principles in Warehouse Operations
Applying Lean Principles in Warehouse Operations
 
Warehouse management
Warehouse managementWarehouse management
Warehouse management
 
Warehouse Management System
Warehouse Management SystemWarehouse Management System
Warehouse Management System
 
Presentation on picking
Presentation on pickingPresentation on picking
Presentation on picking
 
Warehouse Management System
Warehouse Management SystemWarehouse Management System
Warehouse Management System
 
Lean Inventory
Lean Inventory Lean Inventory
Lean Inventory
 
Warehouse management system presentation
Warehouse management system presentationWarehouse management system presentation
Warehouse management system presentation
 

Viewers also liked

Sap logistics and order fulfillment strategy
Sap logistics and order fulfillment strategySap logistics and order fulfillment strategy
Sap logistics and order fulfillment strategyAvi Shacham
 
Applying Lean Concepts in a Warehouse Operation
Applying Lean Concepts in a Warehouse OperationApplying Lean Concepts in a Warehouse Operation
Applying Lean Concepts in a Warehouse OperationAdvent Design Corporation
 
Strategies for making your warehouse more efficient
Strategies for making your warehouse more efficientStrategies for making your warehouse more efficient
Strategies for making your warehouse more efficientWPSS SteelShelving
 
Cost To Serve in Your Warehouse: 5 Things You Should Know
Cost To Serve in Your Warehouse: 5 Things You Should KnowCost To Serve in Your Warehouse: 5 Things You Should Know
Cost To Serve in Your Warehouse: 5 Things You Should KnowEasyMetrics
 
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...LeanCor Supply Chain Group
 
Supply Chain Transformation - From First to the Last Mile
Supply Chain Transformation - From First to the Last MileSupply Chain Transformation - From First to the Last Mile
Supply Chain Transformation - From First to the Last MileKris Gorrepati
 
SAP Logistics Execution Consultant Cv
SAP Logistics Execution Consultant CvSAP Logistics Execution Consultant Cv
SAP Logistics Execution Consultant Cvfintry
 
Improve warehouse productivity - business breakfast session
Improve warehouse productivity - business breakfast sessionImprove warehouse productivity - business breakfast session
Improve warehouse productivity - business breakfast sessionSukesh Ned
 
A guide to warehouse planning
A guide to warehouse planning A guide to warehouse planning
A guide to warehouse planning PDIndustrialslides
 
Lean Inventory Management: Using Lean Initiatives to Manage Inventory
Lean Inventory Management: Using Lean Initiatives to Manage InventoryLean Inventory Management: Using Lean Initiatives to Manage Inventory
Lean Inventory Management: Using Lean Initiatives to Manage InventoryFlevy.com Best Practices
 
Florida Crystals Leverages SAP-EWM to Optimize Business Operations
Florida Crystals Leverages SAP-EWM to Optimize Business Operations Florida Crystals Leverages SAP-EWM to Optimize Business Operations
Florida Crystals Leverages SAP-EWM to Optimize Business Operations Capgemini
 

Viewers also liked (13)

Sap logistics and order fulfillment strategy
Sap logistics and order fulfillment strategySap logistics and order fulfillment strategy
Sap logistics and order fulfillment strategy
 
Applying Lean Concepts in a Warehouse Operation
Applying Lean Concepts in a Warehouse OperationApplying Lean Concepts in a Warehouse Operation
Applying Lean Concepts in a Warehouse Operation
 
Lean Warehousing
Lean WarehousingLean Warehousing
Lean Warehousing
 
Strategies for making your warehouse more efficient
Strategies for making your warehouse more efficientStrategies for making your warehouse more efficient
Strategies for making your warehouse more efficient
 
Cost To Serve in Your Warehouse: 5 Things You Should Know
Cost To Serve in Your Warehouse: 5 Things You Should KnowCost To Serve in Your Warehouse: 5 Things You Should Know
Cost To Serve in Your Warehouse: 5 Things You Should Know
 
Improving Warehouse Productivity Without Tier 1 Technology
Improving Warehouse Productivity Without Tier 1 TechnologyImproving Warehouse Productivity Without Tier 1 Technology
Improving Warehouse Productivity Without Tier 1 Technology
 
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...
LeanCor Consulting Webinar: How to Deploy Continuous Improvement in the Wareh...
 
Supply Chain Transformation - From First to the Last Mile
Supply Chain Transformation - From First to the Last MileSupply Chain Transformation - From First to the Last Mile
Supply Chain Transformation - From First to the Last Mile
 
SAP Logistics Execution Consultant Cv
SAP Logistics Execution Consultant CvSAP Logistics Execution Consultant Cv
SAP Logistics Execution Consultant Cv
 
Improve warehouse productivity - business breakfast session
Improve warehouse productivity - business breakfast sessionImprove warehouse productivity - business breakfast session
Improve warehouse productivity - business breakfast session
 
A guide to warehouse planning
A guide to warehouse planning A guide to warehouse planning
A guide to warehouse planning
 
Lean Inventory Management: Using Lean Initiatives to Manage Inventory
Lean Inventory Management: Using Lean Initiatives to Manage InventoryLean Inventory Management: Using Lean Initiatives to Manage Inventory
Lean Inventory Management: Using Lean Initiatives to Manage Inventory
 
Florida Crystals Leverages SAP-EWM to Optimize Business Operations
Florida Crystals Leverages SAP-EWM to Optimize Business Operations Florida Crystals Leverages SAP-EWM to Optimize Business Operations
Florida Crystals Leverages SAP-EWM to Optimize Business Operations
 

Similar to Greg's top tips for warehouse accuracy white paper

Database and Systems Integration Technologies.pptx
Database and Systems Integration Technologies.pptxDatabase and Systems Integration Technologies.pptx
Database and Systems Integration Technologies.pptxDatabase Homework Help
 
IT application in 3 industries
IT application in 3 industriesIT application in 3 industries
IT application in 3 industriessurabhi agarwal
 
Rfid Applications In Manufacturing Draft 7
Rfid Applications In Manufacturing  Draft 7Rfid Applications In Manufacturing  Draft 7
Rfid Applications In Manufacturing Draft 7laser1971
 
Hyperconverged Solution For Retail and Hospitality
Hyperconverged Solution For Retail and HospitalityHyperconverged Solution For Retail and Hospitality
Hyperconverged Solution For Retail and HospitalityDataCore Software
 
Rfid applications in manufacturing
Rfid applications in manufacturingRfid applications in manufacturing
Rfid applications in manufacturinghaiyue 袁
 
Emergence of Wireless Technology in Retail
Emergence of Wireless Technology in RetailEmergence of Wireless Technology in Retail
Emergence of Wireless Technology in RetailChandan Pahelwani
 
whitepaper Tool, Equipment and Consumable Management for Construction Companies
whitepaper Tool, Equipment and Consumable Management for Construction Companieswhitepaper Tool, Equipment and Consumable Management for Construction Companies
whitepaper Tool, Equipment and Consumable Management for Construction CompaniesKelly Stark
 
Memory Management in Trading Platforms
Memory Management in Trading PlatformsMemory Management in Trading Platforms
Memory Management in Trading PlatformsIRJET Journal
 
How mobile printing benefits 2
How mobile printing benefits 2How mobile printing benefits 2
How mobile printing benefits 2Dynamic Systems
 
Product Transfer a Case Study
Product Transfer a Case StudyProduct Transfer a Case Study
Product Transfer a Case Studycamannmr
 
WMS for SAP Business One
WMS for SAP Business OneWMS for SAP Business One
WMS for SAP Business OneKevin Kuttappa
 
Transport and Logistic with Zebra
Transport and Logistic with ZebraTransport and Logistic with Zebra
Transport and Logistic with ZebraLogiko d.o.o.
 
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdf
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdfImplementing Barcode Systems in Manufacturing Efficiency Unleashed.pdf
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdfPosh Garments Ltd.
 
A BUYER’S GUIDE Inventory System and Asset Tracking Solutions
A BUYER’S GUIDE Inventory System and Asset Tracking SolutionsA BUYER’S GUIDE Inventory System and Asset Tracking Solutions
A BUYER’S GUIDE Inventory System and Asset Tracking Solutionsasapsys
 
Avoiding SAN Perfomance Problems
Avoiding SAN Perfomance ProblemsAvoiding SAN Perfomance Problems
Avoiding SAN Perfomance ProblemsTheFibreChannel
 
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower Cost
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower CostHow Consistent Data Services Deliver Simplicity, Compatibility, And Lower Cost
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower CostDana Gardner
 
No Barcodes? No Problem!
No Barcodes? No Problem!No Barcodes? No Problem!
No Barcodes? No Problem!Barcoding, Inc.
 

Similar to Greg's top tips for warehouse accuracy white paper (20)

Database and Systems Integration Technologies.pptx
Database and Systems Integration Technologies.pptxDatabase and Systems Integration Technologies.pptx
Database and Systems Integration Technologies.pptx
 
IT application in 3 industries
IT application in 3 industriesIT application in 3 industries
IT application in 3 industries
 
Rfid Applications In Manufacturing Draft 7
Rfid Applications In Manufacturing  Draft 7Rfid Applications In Manufacturing  Draft 7
Rfid Applications In Manufacturing Draft 7
 
Hyperconverged Solution For Retail and Hospitality
Hyperconverged Solution For Retail and HospitalityHyperconverged Solution For Retail and Hospitality
Hyperconverged Solution For Retail and Hospitality
 
Rfid wms
Rfid wmsRfid wms
Rfid wms
 
Rfid applications in manufacturing
Rfid applications in manufacturingRfid applications in manufacturing
Rfid applications in manufacturing
 
Emergence of Wireless Technology in Retail
Emergence of Wireless Technology in RetailEmergence of Wireless Technology in Retail
Emergence of Wireless Technology in Retail
 
whitepaper Tool, Equipment and Consumable Management for Construction Companies
whitepaper Tool, Equipment and Consumable Management for Construction Companieswhitepaper Tool, Equipment and Consumable Management for Construction Companies
whitepaper Tool, Equipment and Consumable Management for Construction Companies
 
Memory Management in Trading Platforms
Memory Management in Trading PlatformsMemory Management in Trading Platforms
Memory Management in Trading Platforms
 
How mobile printing benefits 2
How mobile printing benefits 2How mobile printing benefits 2
How mobile printing benefits 2
 
Product Transfer a Case Study
Product Transfer a Case StudyProduct Transfer a Case Study
Product Transfer a Case Study
 
Moving To SaaS
Moving To SaaSMoving To SaaS
Moving To SaaS
 
WMS for SAP Business One
WMS for SAP Business OneWMS for SAP Business One
WMS for SAP Business One
 
Transport and Logistic with Zebra
Transport and Logistic with ZebraTransport and Logistic with Zebra
Transport and Logistic with Zebra
 
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdf
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdfImplementing Barcode Systems in Manufacturing Efficiency Unleashed.pdf
Implementing Barcode Systems in Manufacturing Efficiency Unleashed.pdf
 
A BUYER’S GUIDE Inventory System and Asset Tracking Solutions
A BUYER’S GUIDE Inventory System and Asset Tracking SolutionsA BUYER’S GUIDE Inventory System and Asset Tracking Solutions
A BUYER’S GUIDE Inventory System and Asset Tracking Solutions
 
Avoiding SAN Perfomance Problems
Avoiding SAN Perfomance ProblemsAvoiding SAN Perfomance Problems
Avoiding SAN Perfomance Problems
 
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower Cost
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower CostHow Consistent Data Services Deliver Simplicity, Compatibility, And Lower Cost
How Consistent Data Services Deliver Simplicity, Compatibility, And Lower Cost
 
Barcoding 101: What You Need to Know
Barcoding 101: What You Need to KnowBarcoding 101: What You Need to Know
Barcoding 101: What You Need to Know
 
No Barcodes? No Problem!
No Barcodes? No Problem!No Barcodes? No Problem!
No Barcodes? No Problem!
 

Recently uploaded

Marketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet CreationsMarketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet Creationsnakalysalcedo61
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024christinemoorman
 
Organizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessOrganizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessSeta Wicaksana
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,noida100girls
 
India Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportIndia Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportMintel Group
 
Islamabad Escorts | Call 03274100048 | Escort Service in Islamabad
Islamabad Escorts | Call 03274100048 | Escort Service in IslamabadIslamabad Escorts | Call 03274100048 | Escort Service in Islamabad
Islamabad Escorts | Call 03274100048 | Escort Service in IslamabadAyesha Khan
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesKeppelCorporation
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607dollysharma2066
 
Future Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionFuture Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionMintel Group
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menzaictsugar
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchirictsugar
 
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedLean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedKaiNexus
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCRashishs7044
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMintel Group
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Riya Pathan
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Timedelhimodelshub1
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 

Recently uploaded (20)

Marketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet CreationsMarketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet Creations
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024
 
Organizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessOrganizational Structure Running A Successful Business
Organizational Structure Running A Successful Business
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
BEST Call Girls In Old Faridabad ✨ 9773824855 ✨ Escorts Service In Delhi Ncr,
 
India Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportIndia Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample Report
 
Islamabad Escorts | Call 03274100048 | Escort Service in Islamabad
Islamabad Escorts | Call 03274100048 | Escort Service in IslamabadIslamabad Escorts | Call 03274100048 | Escort Service in Islamabad
Islamabad Escorts | Call 03274100048 | Escort Service in Islamabad
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation Slides
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
 
Future Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionFuture Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted Version
 
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu MenzaYouth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
Youth Involvement in an Innovative Coconut Value Chain by Mwalimu Menza
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchir
 
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedLean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
 
8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR8447779800, Low rate Call girls in Saket Delhi NCR
8447779800, Low rate Call girls in Saket Delhi NCR
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 Edition
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737
 
Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)Japan IT Week 2024 Brochure by 47Billion (English)
Japan IT Week 2024 Brochure by 47Billion (English)
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Time
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 

Greg's top tips for warehouse accuracy white paper

  • 1. 1 Q: Why accuracy? Isn’t velocity more important? A: Accuracy should come before efficiency, especially in applications requiring track and trace compliance like HACCP and S-OX. Without accuracy, any time saved rushing will be lost several times over as a result of errors. Start with two accounting reasons - Fixing errors consumes resources - Lowering stock levels frees up capital Follow with two of the many of customer service reasons - If you can’t find it, you can’t sell/use it - If you have it but don’t know it, you might as well throw it away © Copyright Greg Dow, 2016
  • 2. Some mistakes happen because the jobs requirements are complicated - Unit of Measure Conversion - Kits versus Components - Trace Violations - LIFO vs FIFO Some mistakes happen because the tasks are just plain boring - Mis-counting items - Missing an entire line item - Transpositions & typos But according to Deming, almost everything is the responsibility of management, even warehouse errors. It’s management’s job to fix the systems and train the people. 2
  • 3. People come first! The use of bar codes does not eliminate the need to read the item markings. Customers and consumers may not have scanning equipment, and your own material handling staff need to find the correct items before scanning them. By legibility, I don’t just mean font size. It is helpful to have some logical pattern to item codes and location coordinates. Use optical cues in long codes like punctuation, font changes, underlines and boxes for the benefit of the reader. Display any aliases such as the supplier part number or customer part number. Populate any alias fields in the system and program the transactions to accept the aliases in lieu of the native codes. 3
  • 4. Errors increase with task difficulty. So if data entry is made more difficult by technology, data entry errors will increase too. For example, did anyone ever like typing alpha messages when they only had a numeric keypad? Thirteen year old girls who do nothing except text might disagree, but they are in the minority. Here are a few pointers for key entry - Upper case only and have software convert all lower case characters to upper case - Minimize alpha - Eliminate punctuation or use data masking to automate this Now try to get a straight scan beam across the entire barcode at the same time. These barcodes would scan a lot faster with two label design improvements - Increase the aspect ratio (height to width) - Add more white space left and right. These are called quiet zones. One quarter inch at each end is recommended. 4
  • 5. Most of us can read line one of the above eye chart from a long distance. Only Bugs Bunny can read line 11 from across the room. I couldn’t read line 11 if it was right under my nose. Barcode and RFID readers have well documented scanning ranges. These ranges vary with the size of the barcode or RFID tag antennae. Test your intended readers with your intended media before you buy. 5
  • 6. Industry standards exist for a reason. They are created by subject matter experts to ensure that their specific industry supply chain is best served by common product and shipment markings. Standards exist not only for the markings, but also for the EDI data formats. Compliance is typically demanded by consumers of their suppliers, who, in turn, demand compliance of their suppliers. Thus, these standards propagate up and down the supply chain. If you industry has them, then use them. 6
  • 7. If your industry doesn’t have any compliance standards, create your own and request compliance from your suppliers. This way, all items that you receive will have legible and relevant markings. Base your compliance standard on the closest thing from a similar industry. That way, many of your suppliers may already be compliant with your request, reducing their resistance. 7
  • 8. In this case, and manufacturer in the aerospace and defence industry created their own standard based on the standards used in the electronics industry. A single scan of this 2D barcode would parse the messaged into six items and populate the appropriate fields on the mobile terminal receiving window. 8
  • 9. In order to reduce resistance from their suppliers, they created and distributed an MS Excel spreadsheet that would concatenate the appropriate data and create a 2D barcode image that could be copied for pasting into packing slips and item shipping labels. This made things more accurate and efficient for both the manufacturing company and their suppliers. 9
  • 10. Data entry doesn’t end with just the items. Just about any piece of data can be replaced with a barcode or RFID tag. Locations marking is important because if the barcode is scanned when items are put away, the system knows exactly where they are, eliminating most of the difficulties finding things. Also, make sure that the coordinate numbering scheme can be properly sorted as a text file. Make each segment fixed length and pad the leading edge of numeric sections with zeros. A common numbering convention is ZABC – Zone, Aisle, Bay, Level. In the top left image, the rack is the 123rd bay in zone A, aisle B. Slot A is the floor below the first beam. Slots B, C, D and E are on the 1st, 2nd, 3rd and 4th beams of the bay. 10
  • 11. A proper location master file should have more than just a list of LocationIDs. Each location should have properties for zone, temperature, dimensions, elevation, required equipment, ABC classification, pick sort order, hold status, and any security flags that exist in the central business engine. Why? - Because ice cream MUST be stored in the freezer - Because a lift truck won’t fit in the shelving aisles - Because a pallet wont fit in a small parts bin - Because a picker on foot can’t reach the top level of racking - And many more reasons specific to your operations 11
  • 12. When the new distribution centre in Vaughan Ontario was built, there was a mix of lift truck storage and rack storage. The scanners intended for use on the clamp trucks were specified for long distance scanning of large mill rolls and ceiling mounted location barcode signs. However, in the racking area, transactions were made both “man-up” using stairs, and “man-down” using lift trucks. A special sheet label set was designed, printed on retro-reflective sheet stock, with colour coded borders. The bottom half of the label set was applied to the lowest beam and had a barcode for each level of racking. This label would be scanned by man-down operators. The three labels with individual borders were applied to the 3rd, 4th and 5th beams and could be scanned man-up from the ladders. 12
  • 13. The size of a storage location should proportional to the size of the storage containers. Having a small number of large locations seems easy, from sitting at a desk. Putting things away is easy. The problem is finding them again. A stock locator should be able to direct a material handler to within arms reach of the desired item minimal change of selecting the wrong item from the right location. So what is the right size? Well that depends. For small parts, the location may be the bin or drawer section, for automobiles, it might be the parking space. The answer is really “whatever reduces errors in your situation”. 13
  • 14. In fixed stock location systems, places are reserved for specific items. When an item is out of stock, the location is left empty. This waste of space is called “honeycombing”. In a random stock location, those empty spaces are taken by other materials as they need to be stored. This only effects accuracy in situations where similar items are stored in close proximity. It is very easy to mis-pick an item with similar appearance from an adjacent location. But if adjacent items are obviously different, operators are less likely to mis-pick. 14
  • 15. Here is a good place to repeat W. Edwards Deming’s quote: “Most troubles and most possibilities for improvement add up to proportions something like this: 94% belong to the system (the responsibility of management) 6% are attributable to special causes” It is critical that the system match the process. For example, in processes where multiple items or LPs are transacted together, the mobile application must allow items to be transacted in exactly that way. If users must work around the system, they will make more mistakes. 15
  • 16. Consider License Plates for unit loads. LPs are like the license plate on a car. It is unique, but has no information about the vehicle. A data look-up must be performed to find make, model, year, colour, owner, etc. Without an LP, the pictured load would have to be moved using three transactions, one for each item/lot. Once the effort has been made to build a load, a single scan move of an LP, let’s the software handle the details of moving all of the contents. If you move loads of mixed items, lots, or traces, license plates may reduce transactions, and thus errors. Also, LPs can carry attributes for track and trace that can be assigned on a desktop control centre and enforce on mobile terminals. 16
  • 17. 17 Enforce business rules when and where the work gets done in real-time. To do this, the computing devices used on the shop floor need to be connected to the central business engine so that all transactions are processed centrally and validated against the live database. Typically this involve equipping the workforce with mobile computers connected to the wireless LAN and running an application to perform every warehouse transaction against the central business engine. Q: What’s so good about real-time? A: All data is instantaneously shared with the central system. With central data being immediately available and accurate, mobile transactions can be validated field by field to inhibit errors from being entered into the system. The need to rekey data is eliminated and there are far fewer errors to back out of the system.
  • 18. 18 Barcodes are as simple as black and white, but you have to aim a beam across the barcode it to scan it. Typically, you only get one read per pass of the scan beam. The error rate is 1 in 3 million characters, or five nines accuracy, so the minimal cost of equipment and labels is far offset by the virtual elimination of key entry errors.
  • 19. 19 RFID sends tag data to readers by RF signal Eyes free, means that you don’t need to see the tag to scan it Hands free means that there are automated “portal” readers available. You don’t need to aim a beam or press a trigger. Readers can decode large numbers of tags at the same time. Each tag is inherently serialized. Yes, RFID readers ad tags cost a lot more than other data collection technologies, but in some cases, it is the only solution to high speed high volume scanning of randomly oriented items. Also, RFID systems are tricky to install and tune. The materials being tracked and the environment can have sources of RF interference that inhibit operation. For example, RF energy is absorbed by water, but reflects off of metal.
  • 20. 20 Voice Directed Logistics is eyes and hands free. Eyes free improves accuracy by not having to look away from your work at paper or a screen Hands free improves accuracy and efficiency by eliminated non-value add handling of paper or IT devices. Beyond that, he accuracy depends on how the application is engineered. System checks are usually build in to the processes to confirm locations, items and quantities. Conversions from speech to text and text to speech are typically performed in the mobile device carried by each user. This means that all network traffic is in text only – low bandwidth and high speed.
  • 21. This last case study is about a regional grocery chain. They had two full distribution centres, and were planning to double the number of stores and build a new DC within 5 years. They already had a WMS (Warehouse Management) system so most material transactions were already paperless. While already reasonably accurate, they needed to greatly increase productivity without sacrificing accuracy. They decided on the use of voice directed picking for their high touch case pick operations, while leaving full pallet transactions to conventional barcode technology 21
  • 22. Within an order, there are hundreds of lines. Within a line, there may be any number of items. Some quantities exceed that of a full pallet. Orders are split so that full pallets could be selected from bulk racks using lift trucks. The remainder of the order would be for full cases, and would be split again between dry goods and catch weight freezer items. Dry goods are picked using walkies and a voice only picking interface. Catch weight items are picked in the freezer using walkies and colt temperature rated voice terminals with ring mounted barcode scanners. 22
  • 23. In the voice picking process, voice prompts are made into the pickers’ headsets. Their replies into the microphones are converted to text and transmitted as data. All text/speech conversions are made on the mobile terminals to reduce the load on the wireless network. Pickers are directed to the next location in pick route order, where they confirm their location by reading back a random check digit. Only one SKU is in each location, so no item checks are required – The confirmed location is sufficient to confirm the product. They system prompts the picker with the desired quantity and subtracts each reply that is made. Pickers are instructed to say what they pick in each lift, and the system tells them how many more to select until they are done. The pickers hands and eyes are available for work at all times, leading to a 15% productivity improvement over barcode based picking. 23
  • 24. The catch weight process differs from the normal case picking process by making use of the industry standard labeling. Reading and typing of speaking both the case weights and case serial numbers is a large source of error and delay. By scanning the barcodes that already exist on the cases and parsing out the data, the accuracy and efficiency can be maintained. 24
  • 25. Barcode and RFID readers have well documented scanning ranges. These ranges vary with the size of the barcode or RFID tag antennae. Test your intended readers with your intended media before you buy. You can download and use this document to help you organize your reader and media purchases. All that I ask is that you don’t alter or remove my copyright and contact messages. 25
  • 26. 26