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6/1/2014 IENG 471 Facilities Planning 1 IENG 471 - Lecture 17 Introduction to Order Profiling Major portion courtesy of Dale T. Masel, Ohio University.

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Presentation on theme: "6/1/2014 IENG 471 Facilities Planning 1 IENG 471 - Lecture 17 Introduction to Order Profiling Major portion courtesy of Dale T. Masel, Ohio University."— Presentation transcript:

1 6/1/2014 IENG 471 Facilities Planning 1 IENG 471 - Lecture 17 Introduction to Order Profiling Major portion courtesy of Dale T. Masel, Ohio University and the 2009 Material Handling Teachers Institute

2 Order Profile Definition: Order Profiling A summary of the important characteristics of the orders that a warehouse needs to fill Examples of important characteristics Demand for items Whats popular? Quantities ordered Whats the workload? Unit loads What equipment is needed?

3 Importance of Order Profiling Provides information about our population, which is what we usually need when we design anything We dont design cars for individual drivers We dont design clothes for individual wearers We dont design warehouses for individual orders Profile gives us insight on the characteristics of the individuals that comprise the population

4 Order Profiling as Art & Science Art Determining which characteristics are relevant for a particular situation Turning the characteristics of the order population into an order fulfillment system Requires expertise in warehouse design Science Converting available data into data required for a profile Summarizing the order population from the available data Focus of this presentation

5 Where to Start: Data Requirements SKUs Whats being stored, and possibly how it is being contained Inventory How much is being stored Orders Whats being processed, and How much is being processed

6 Why bother profiling? Trying to sort through data can be overwhelming Profiles are ways to organize the data Dont want to just rely on averages Demand would exceed capacity 50% of the time Value of profiling is that it provides a quantitative description of what a distribution center needs to be designed to handle

7 Example of a Typical Order Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409

8 A months worth of orders... Order#1 # of LinesSKU #Qty 314816 197924 152418 Order#2 # of LinesSKU #Qty 214813 39796 Order#4 # of LinesSKU #Qty 2148118 277715 Order#3 # of LinesSKU #Qty 2148111 28404 Order#5 # of LinesSKU #Qty 6148112 197912 19556 197212 19016 15246 Order#6 # of LinesSKU #Qty 128403 Order#7 # of LinesSKU #Qty 327776 270527 28406 Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409 Order#9 # of LinesSKU #Qty 127059 Order#10 # of LinesSKU #Qty 128399 Order#11 # of LinesSKU #Qty 514818 284018 390618 307915 542218 Order#12 # of LinesSKU #Qty 5152413 284034 392712 14813 607918 Order#13 # of LinesSKU #Qty 2284024 14816 Order#25 # of LinesSKU #Qty 3312215 54226 607912 481724 671712 Order#15 # of LinesSKU #Qty 4197213 152418 14819 195636 Order#16 # of LinesSKU #Qty 1197912 Order#17 # of Lines SKU #Qty 4197911 390613 148115 284014 Order#18 # of LinesSKU #Qty 419799 607918 148117 510013 Order#19 # of LinesSKU #Qty 4190112 14816 480024 51006 Order#20 # of LinesSKU #Qty 2270518 284012 Order#21 # of LinesSKU #Qty 419726 152410 14819 197918 Order#22 # of LinesSKU #Qty 1148112 Order#23 # of LinesSKU #Qty 3190124 534012 148118 Order#24 # of LinesSKU #Qty 2312218 281118 Order#26 # of LinesSKU #Qty 3392718 542212 671724 Order#27 # of LinesSKU #Qty 3406012 542224 607912 Order#28 # of LinesSKU #Qty 3148116 197918 195612 Order#29 # of LinesSKU #Qty 4198124 195512 148112 15246 Order#30 # of LinesSKU #Qty 5190113 148114 15247 19727 195515 Order#31 # of LinesSKU #Qty 228393 14816 Order#32 # of LinesSKU #Qty 2390617 14819 Profiling gives us a way to make sense out of all this data

9 Examples of Order Profiles Item Family Profile Order quantity Unit Load Lines per order Cube per order

10 Item Family Profile Want to find families of SKUs Family = group of SKUs that can completely fill a large number of orders Items in a family are stored together and not spread over facility Reduces travel for pickers to get all items for the order

11 Orders by Item Family Order#1 # of LinesSKU #Qty 314816 197924 152418 Order#5 # of LinesSKU #Qty 6148112 197912 19556 197212 19016 15246 Order#15 # of LinesSKU #Qty 4197213 152418 14819 195636 Order#21 # of LinesSKU #Qty 419726 152410 14819 197918 Order#29 # of LinesSKU #Qty 4198124 195512 148112 15246 Order#22 # of LinesSKU #Qty 1148112 Order#28 # of LinesSKU #Qty 3148116 197918 195612 Order#30 # of LinesSKU #Qty 5190113 148114 15247 19727 195515 Family – A 0000-2500 Order#6 # of LinesSKU #Qty 128403 Order#7 # of LinesSKU #Qty 327776 270527 28406 Order#9 # of LinesSKU #Qty 127059 Order#20 # of LinesSKU #Qty 2270518 284012 Order#24 # of LinesSKU #Qty 2312218 281118 Order#27 # of LinesSKU #Qty 3 406012 542224 607912 Family – B 2501-4000 Family – C 4001-7000 Order#2 # of LinesSKU #Qty 214813 39796 Order#3 # of LinesSKU #Qty 2148111 28404 Order#4 # of LinesSKU #Qty 2148118 277715 Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409 Order#13 # of LinesSKU #Qty 2284024 14816 Order#16 # of LinesSKU #Qty 1197912 Order#17 # of LinesSKU #Qty 4197911 390613 148115 284014 Order#31 # of LinesSKU #Qty 228393 14816 Order#32 # of LinesSKU #Qty 2390617 14819 Order#14 # of LinesSKU #Qty 5197218 148112 607912 481724 671712 Order#18 # of LinesSKU #Qty 419799 607918 148117 510013 Order#19 # of LinesSKU #Qty 4190112 14816 480024 51006 Order#23 # of LinesSKU #Qty 3190124 534012 148118 Order#10 # of LinesSKU #Qty 128399 Order#25 # of LinesSKU #Qty 3312215 54226 607912 Order#26 # of LinesSKU #Qty 3392718 542212 671724 Order#11 # of LinesSKU #Qty 514818 284018 390618 307915 542218 Order#12 # of LinesSKU #Qty 5152413 284034 392712 14813 607918 Family-A & B & C Family-A & B Family-B & C Family-A & C

12 Plotting Item Family Percentages

13 Information from the Profile We get a lot of orders for only family A items and only family B items Items from family C are usually ordered with items from family A or family Brarely alone Use this information to group items by family in separate areas Maximize number of orders that can be filled from a single area Minimize the size of each area (to keep travel distance small) If room for three aisles, where would you put aisles for A, B, C?

14 Order Quantity Profile Look at what unit loads are needed to fill an order Pallets Cases Eaches A mix of these (progressive dimension system) Store in quantities to make appropriate unit loads available for picking Easier for picker to handle Efficient to pick Improve picking accuracy

15 Plotting Order Quantity Percentages

16 Information from the Profile Most orders are filled with full cases, so most of the inventory will be stored as cases stacked on a pallet Storage equipment will be some kind of pallet rack For less than pallet quantities, different storage equipment is possible, depending on conditions Pick from an open carton stacked on pallet with rest of full cartons Store individual cartons on separate shelving or bins

17 Unit Load Profiling Look at what unit loads (full or partial) customers order The unit loads that SKUs are shipped in should be the unit loads you store Avoids wasted time repacking the SKUs

18 Unit Load For SKU 1481 the most-ordered SKU in this example Order#1 # of LinesSKU #Qty 314816 197924 152418 Order#13 # of LinesSKU #Qty 2284024 14816 Order#19 # of LinesSKU #Qty 4190112 14816 480024 51006 Order#5 # of LinesSKU #Qty 6148112 197912 19556 197212 19016 15246 Order#22 # of LinesSKU #Qty 1148112 Order#29 # of LinesSKU #Qty 4198124 195512 148112 15246 Order#14 # of LinesSKU #Qty 5197218 148112 607912 481724 671712 Order#4 # of LinesSKU #Qty 2148118 277715 Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409 Order#12 # of LinesSKU #Qty 5152413 284034 392712 14813 607918 Order#31 # of LinesSKU #Qty 228393 14816 Order#15 # of LinesSKU #Qty 4197213 152418 14819 195636 Order#21 # of LinesSKU #Qty 419726 152410 14819 197918 Order#32 # of LinesSKU #Qty 2390617 14819 Order#17 # of LinesSKU #Qty 4197911 390613 148115 284014 Order#2 # of LinesSKU #Qty 214813 39796 Order#23 # of LinesSKU #Qty 3190124 534012 148118 3 units ordered (½ case) 6 units ordered (1 case) 15 units ordered (2½ case) 12 units ordered (2 case) 9 units ordered (1½case) 18 units ordered (3 case)

19 Plotting Unit Load Percentages For a single SKU

20 Information from the Profile 50% of orders for this SKU require only full- carton quantities 6, 12, 18 items More than 75% of orders require a mix of only full-carton and half-carton quantities 3, 6, 9, 12, 15, 18 items Packaging the items in bundles of 3 within the main carton would reduce picking time for orders needing 3, 9, or 15 items 1 move to get 3 items

21 Lines per Order Profile Each SKU on an order represents a line No. Lines = No. Locations a picker must visit May need to pick multiple units of each line item No. Lines No. Units ordered by a customer

22 Lines per Order Order#1 # of LinesSKU #Qty 314816 197924 152418 Order#13 # of LinesSKU #Qty 2284024 14816 Order#14 # of LinesSKU #Qty 5197218 148112 607912 481724 671712 Order#16 # of LinesSKU #Qty 1197912 Order#19 # of LinesSKU #Qty 4190112 14816 480024 51006 Order#20 # of LinesSKU #Qty 2270518 284012 Order#22 # of LinesSKU #Qty 1148112 Order#23 # of LinesSKU #Qty 3190124 534012 148118 Order#24 # of LinesSKU #Qty 2312218 281118 Order#29 # of LinesSKU #Qty 4198124 195512 148112 15246 Order#5 # of LinesSKU #Qty 6148112 197912 19556 197212 19016 15246 Order#26 # of LinesSKU #Qty 3392718 542212 671724 Order#27 # of LinesSKU #Qty 3 406012 542224 607912 Order#9 # of LinesSKU #Qty 127059 Order#17 # of LinesSKU #Qty 4197911 390613 148115 284014 Order#30 # of LinesSKU #Qty 5190113 148114 15247 19727 195515 Order#32 # of LinesSKU #Qty 2390617 14819 Order#3 # of LinesSKU #Qty 2148111 28404 Order#6 # of LinesSKU #Qty 128403 Order#10 # of LinesSKU #Qty 128399 Order#7 # of LinesSKU #Qty 327776 270527 28406 Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409 Order#11 # of LinesSKU #Qty 514818 284018 390618 307915 542218 Order#12 # of LinesSKU #Qty 5152413 284034 392712 14813 607918 Order#15 # of LinesSKU #Qty 4197213 152418 14819 195636 Order#18 # of LinesSKU #Qty 419799 607918 148117 510013 Order#21 # of LinesSKU #Qty 419726 152410 14819 197918 Order#25 # of LinesSKU #Qty 3312215 54226 607912 Order#28 # of Lines SKU #Qty 3148116 197918 195612 Order#31 # of LinesSKU #Qty 228393 14816 Order#2 # of LinesSKU #Qty 214813 39796 Order#4 # of LinesSKU #Qty 2148118 277715

23 Plotting Lines per Order Percentages

24 Information from the Profile Provides insight on amount of travel involved collecting all of the items for an order Provides insight on equipment / method for carrying items picked by pickers Profile also indicates percentage of items that consist of just 1 line These orders could be packed as they are picked, since items from other zones arent needed May have a dedicated area for packing these orders since they dont need sortation (most appropriate when 1 unit of a line is ordered)

25 Cube per Order Profiling Cube is used to describe the space in a warehouse All three dimensions are used for storage, so were concerned about volume, not area Can be… Amount of space occupied by a unit load Amount of space available for storage in the racks/shelves

26 Cube per Order assuming 0.1 ft 3 /unit for all SKUs Order#16 # of LinesSKU #Qty 1197912 Order#22 # of LinesSKU #Qty 1148112 Order#9 # of LinesSKU #Qty 127059 Order#6 # of LinesSKU #Qty 128403 Order#10 # of LinesSKU #Qty 128399 Order#2 # of LinesSKU #Qty 214813 39796 Order#4 # of LinesSKU #Qty 2148118 277715 Order#3 # of LinesSKU #Qty 2148111 28404 Order#31 # of LinesSKU #Qty 228393 14816 Order#13 # of LinesSKU #Qty 2284024 14816 Order#20 # of LinesSKU #Qty 2270518 284012 Order#24 # of LinesSKU #Qty 2312218 281118 Order#32 # of LinesSKU #Qty 2390617 14819 Order#1 # of LinesSKU #Qty 314816 197924 152418 Order#23 # of LinesSKU #Qty 3190124 534012 148118 Order#26 # of LinesSKU #Qty 3392718 542212 671724 Order#27 # of LinesSKU #Qty 3 406012 542224 607912 Order#28 # of LinesSKU #Qty 3148116 197918 195612 Order#29 # of LinesSKU #Qty 4198124 195512 148112 15246 Order#17 # of LinesSKU #Qty 4197911 390613 148115 284014 Order#18 # of LinesSKU #Qty 419799 607918 148117 510013 Order#30 # of LinesSKU #Qty 5190113 148114 15247 19727 195515 Order#5 # of LinesSKU #Qty 6148112 197912 19556 197212 19016 15246 Order#8 # of LinesSKU #Qty 6148115 197912 27776 39279 39797 28409 Order#25 # of LinesSKU #Qty 3312215 54226 607912 Order#7 # of LinesSKU #Qty 327776 270527 28406 Order#19 # of LinesSKU #Qty 4190112 14816 480024 51006 Order#21 # of LinesSKU #Qty 419726 152410 14819 197918 Order#15 # of LinesSKU #Qty 4197213 152418 14819 195636 Order#11 # of LinesSKU #Qty 514818 284018 390618 307915 542218 Order#12 # of LinesSKU #Qty 5152413 284034 392712 14813 607918 Order#14 # of LinesSKU #Qty 5197218 148112 607912 481724 671712 0.1 to 2.5 ft 3 5.1 to 7.5 ft 3 2.6 to 5.0 ft 3 7.6 ft 3

27 Plotting Cube per Order Percentages

28 Information from the Profile Cube of an order represents size of shipment to the customer Can affect method used to pack the order Pallet vs. Carton Size of carton May also affect shipping method Parcel delivery vs. Less-than-Truck Load (LTL)

29 Item Activity Profile Item Activity reflects how frequently its ordered and picked Each order for an item represents additional work for warehouse Travel to storage Retrieval from storage Considering Item Activity when assigning a storage location can reduce the amount of work when the item is ordered Especially for travel

30 Typical Item Activity SKU #1481 Units 21,330/week Pallets 150 units Cube 0.6 ft 3 /carton

31 Activity of many SKUs… SKU #1481 Units Pallets Cube SKU #1979 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #2840 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #1901 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #2705 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #3906 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #6079 Units 48/week Pallets 90units Cube 1.2 ft 3 /carton SKU #1524 Units 48/week Pallets 90units Cube 1 ft 3 /carton SKU #5422 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #1956 Units 48/week Pallets 90units Cube 1 ft 3 /carton SKU #1972 Units 1,2400/week Pallets 90 units Cube 1 ft 3 /carton SKU #3927 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #6717 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #1955 Units 1,2400/week Pallets 45 units Cube 1.2 ft 3 /carton SKU #3122 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #2777 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #1981 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #4800 Units 1,2400/week Pallets 90 units Cube 1ft 3 /carton SKU #4817 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #5100 Units 19/week Pallets 45 units Cube 1.2 ft 3 /carton SKU #2811 Units 18/week Pallets 45 units Cube 1.2 ft 3 /carton SKU #3079 Units 1,2400/week Pallets 150 units Cube 1.2 ft 3 /carton SKU #3979 Units 1,2400/week Pallets 150 units Cube 1ft 3 /carton SKU #2839 Units 12/week Pallets 150 units Cube 1.2 ft 3 /carton SKU #4060 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #5340 Units 12/week Pallets 45units Cube 1.2ft 3 /carton

32 Creating the Item Profile Rank SKUs from most units/week to least Usually divided into three classes (A, B, C) A – Fastest movers Probably 5% – 10% of SKUs Consider keeping these in a special Forward Pick Area B – Average Probably 10% - 15% of SKUs Consider keeping these near front end of aisles C – Slowest movers Probably 80% or more of SKUs Store these in longer travel locations

33 Demand Profile SKU #1481 Units Pallets Cube SKU #1979 Units Pallets Cube SKU #2840 Units 1,2400/week Pallets 150 units Cube 0.6 ft 3 /carton SKU #1901 Units Pallets Cube SKU #2705 Units Pallets Cube SKU #3906 Units Pallets Cube SKU #6079 Units Pallets Cube SKU #1524 Units Pallets Cube SKU #5422 Units Pallets Cube SKU #1956 Units 48/week Pallets 90units Cube 1 ft 3 /carton SKU #1972 Units Pallets Cube SKU #3927 Units Pallets Cube SKU #6717 Units Pallets Cube SKU #1955 Units Pallets Cube SKU #3122 Units Pallets Cube SKU #2777 Units Pallets Cube SKU #1981 Units Pallets Cube SKU #4800 Units Pallets Cube SKU #4817 Units Pallets Cube SKU #5100 Units Pallets Cube SKU #2811 Units Pallets Cube SKU #3079 Units Pallets Cube SKU #3979 Units Pallets Cube SKU #2839 Units Pallets Cube SKU #4060 Units Pallets Cube SKU #5340 Units 12/week Pallets 45units Cube 1.2 ft 3 /carton

34 Plotting the Demand Profile A

35 Information from the Profile Most popular SKUs represent most of demand, but a small portion of total SKUs Paretos Law: 20% of the SKUs account for 80% of the items ordered We need to do a good job storing and picking these SKUs because they represent most of the work A large percentage of SKUs (maybe even more than half) represent the smallest category of demand

36 Applications of the Item Profile Grouping SKUs into classes for storage Identifying assignments in Forward and Reserve storage areas Storage and material handling strategies

37 Getting Started Profiling requires data Need several months, to provide a picture of the long-term situation (seasonality) Data will probably require preparation Identify which data fields in the Work Management System (WMS) contain the needed data May have data values that need to be fixed Design shouldnt start until you have a profile that describes your warehouse situation

38 Data Preparation Data may not be complete Empty fields where data wasnt available or recorded Data may not be accurate Invalid SKUs Negative inventory levels Need to clean up this information Fix values where possible Delete entries if fix isnt possible Probably will need to be done manually

39 What comes next… Completed profiles give data that is needed for an effective facility design Amount of space (cube) for storage Types of storage equipment Profiles are also used to design operations Methods for order picking Equipment for order picking

40 In Summary Order profiling… … needs to be done before a warehouse is designed (or redesigned) … is never complete because the order characteristics change and the warehouse design and management need to be updated to reflect these changes … if done accurately, yields excellent results and useful information … if done incorrectly, can produce inaccurate conclusions and lead to bad decisions

41 Sources for further reading Warehouse and Distribution Science, John Bartholdi and Steven Hackman (2008). Available on-line at http://www2.isye.gatech.edu/~jjb/wh/ Facilities Planning, James Tompkins, John White, Yavuz Bozer, and Jose Tanchoco, 3 rd Edition (2002) Wiley. World-Class Warehousing and Material Handling, Edward Frazelle (2001) McGraw-Hill.

42 6/1/2014IENG 471 Facilities Planning 42 Questions & Issues?


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