CA2527796A1 - Methods and apparatus for inventory allocation and pricing - Google Patents

Methods and apparatus for inventory allocation and pricing Download PDF

Info

Publication number
CA2527796A1
CA2527796A1 CA002527796A CA2527796A CA2527796A1 CA 2527796 A1 CA2527796 A1 CA 2527796A1 CA 002527796 A CA002527796 A CA 002527796A CA 2527796 A CA2527796 A CA 2527796A CA 2527796 A1 CA2527796 A1 CA 2527796A1
Authority
CA
Canada
Prior art keywords
goods
inventory
retail
optimal
site
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Abandoned
Application number
CA002527796A
Other languages
French (fr)
Inventor
Vishwamitra S. Ramakrishnan
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Oracle International Corp
Original Assignee
Vishwamitra S. Ramakrishnan
Profitlogic, Inc.
Oracle International Corporation
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Vishwamitra S. Ramakrishnan, Profitlogic, Inc., Oracle International Corporation filed Critical Vishwamitra S. Ramakrishnan
Publication of CA2527796A1 publication Critical patent/CA2527796A1/en
Abandoned legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0202Market predictions or forecasting for commercial activities
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0206Price or cost determination based on market factors
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0207Discounts or incentives, e.g. coupons or rebates
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0283Price estimation or determination
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0641Shopping interfaces

Abstract

The invention provides methods of, and systems for, optimizing the allocation of inventory to, and pricing of, goods sold by multiple retail sites, e.g., in a store, chain or other retail enterprise. Such a method includes generating a plurality of possible or "candidate" allocations of a given inventory among the multiple retail sites. That inventory can be, for example, a supply of the same or like goods at a distribution center that serves the retail sites. Each candidate allocation comprises an assignment of a respective share of that inventory to each of the sites. For each of the candidate allocations, an optimal price of the goods at each of the retail sites is estimated. The optimal price is one that will return an optimal gross margin to the respective site, given its assignment of the respective share of the inventory for the particular candidate allocation. For each of the candidate allocations, a sum is determined of the optimal gross margins across all the retail sites. From substantially all possible allocations, the candidate allocation that results in a largest total optimal gross margin is efficiently chosen.

Claims (21)

1. A method of pricing of goods by, and allocation of a given inventory of goods to, a plurality of retail sites, the method comprising A. for each of a plurality of candidate allocations of the given inventory among the plural-ity of retail sites, where each candidate allocation comprises assignment of a respective share of the given inventory to each, of the plurality of sites, performing the steps of i. estimating an optimal price of the goods at each retail site, which optimal price wilt return an optimal gross margin to that site in view of its assignment of the respective share of the inventory, ii. determining, for the plurality of sites, the sum of the optimal gross margins determined in step (i), B. choosing the candidate allocation that results in a maximum sum of optimal gross mar-gins, C. displaying in a report to an inventory manager or pricing manager or other person at least one of (i) at least one site's respective share of the candidate allocation of inventory chosen in step (B), and (ii) the optimal price associated with at least one site's respective share of the can-didate allocation of inventory chosen in step (B).
2. The method of claim 1, wherein step (A) comprises performing steps (A)(i) -(A)(ii) for substantially all possible candidate allocations of the given inventory among the retail sites.
3. The method of claim 1, wherein step (A) includes utilizing an optimization tool that generates the plurality of candidate allocations by varying assignment of respective shares of the given inventory to the plurality of retail sites.
4. The method of claim 3, wherein step (B) includes utilizing the optimization tool to choose the candidate allocation that results in the maximum sum of optimal gross mar-gins.
5. The method of claim 1, wherein step (A)(i) includes taking elasticity of the goods, sea-sonality of the goods and cost of the goods into account in estimating the optimal price of the goods at each retail site for its respective share of the inventory.
6. The method of claim 5, wherein step (A)(i) includes taking into account inventory on-hand, or otherwise previously allocated to, a retail site in estimating the optimal price of the goods at each retail site.
7. The method of claim 6, wherein step (A)(i) includes estimating the optimal price of the goods at each retail site as a function of the relation where, MarkdownPrice is an estimate of the optimal price of the goods at the retail site;

B is a rate of sale of the goods at an initial price of the goods;

Seas is a sum of seasonality indexes for the goods over a planned selling period at the retail site;

OH is an inventory of goods on-hand at the retail site;

Alloc is a quantity of goods in the respective share assigned to the retail site;

Elas is a price elasticity of the goods;

InitP is the initial price of the goods.
8. A method of pricing of goods by, and allocation of a given inventory of goods to, a plurality of retail sites, the method comprising A. with an optimization tool, performing the steps of (i) generating a plurality of candidate allocations of the given inventory among the plurality of retail sites, where each candidate allocation comprises assignment of a respective share of the given inventory to each of the plurality of sites, (ii) for each of the plurality of candidate allocations, estimating an optimal price for the goods at each retail site which will return an optimal gross margin to that site in view of its assignment of the respective share of the inventory, B. determining, for the plurality of sites, the sum of the optimal gross margins determined in step (A)(i), C. choosing the candidate allocation that results in a maximum sum of optimal gross mar-gins.
9. The method of claim 8, comprising providing functionality for estimating a said opti-mal price for the goods at a said retail site for a said assignment of a said respective share of the inventory, and invoking that functionality with the optimization tool in order to estimate the said optimal prices for the said retail sites.
10. The method of claim 8, comprising displaying in a report to an inventory manager or pricing manager or other person at least one of (i) at least one site's respective share of the candidate allocation of inventory chosen in step (B), and (ii) the optimal price associated with at least one site's respective share of the can-didate allocation of inventory chosen in step (B).
11. The method of claim 8, wherein step (A)(i) comprises generating the plurality of candi-date allocations to cover substantially all possible candidate allocations of the given inventory among the retail sites.
12. The method of claim 8, wherein step (B) includes utilizing the optimization tool to choose the candidate allocation that results in the maximum sum of optimal gross mar-gins.
13. The method of claim 8, wherein step (A)(ii) includes estimating the optimal price of the goods at each retail site as a function of the relation where, MarkdownPrice is an estimate of the optimal price of the goods at the retail site;
B is a rate of sale of the goods at an initial price of the goods;

Seas is a sum of seasonality indexes for the goods over a planned selling period at the retail site;

OH is an inventory of goods on-hand at the retail site;

Alloc is a quantity of goods in the respective share assigned to the retail site;

Elas is a price elasticity of the goods;

InitP is the initial price of the goods.
14. In a method of automated inventory control, the improvement comprising A. for each of a plurality of candidate allocations of the given inventory among the plural-ity of retail sites, where each candidate allocation comprises assignment of a respective share of the given inventory to each of the plurality of sites, performing the steps of i. estimating an optimal price of the goods at each retail site, which optimal price will return an optimal gross margin to that site in view of its assignment of the respective share of the inventory, ii. determining, for the plurality of sites, the sum of the optimal gross margins determined in step (i), B. choosing the candidate allocation that results in a maximum sum of optimal gross mar-gins, C. transmitting an indication of at least one site's respective share of the candidate alloca-tion of inventory chosen in step (B) and/or the optimal price associated therewith for purposes of automatic control of at least one of pricing, picking, distribution, and stock-ing of the goods with respect to that site.
15. The method of claim 14, wherein step (A) comprises performing steps (A)(i) - (A)(ii) for substantially all possible candidate allocations of the given inventory among the retail sites.
16. The method of claim 14, wherein step (A) includes utilizing an optimization tool that generates the plurality of candidate allocations by varying assignment of respective shares of the given inventory to the plurality of retail sites.
17. The method of claim 16, wherein step (B) includes utilizing the optimization tool to choose the candidate allocation that results in the maximum sum of optimal gross mar-gins.
18. The method of claim 14, wherein step (A)(i) includes taking elasticity of the goods, seasonality of the goods and cost of the goods into account in estimating the optimal price of the goods at each retail site for the respective share of the inventory.
19. The method of claim 18, wherein step (A)(i) includes taking into account inventory on-hand, or otherwise previously allocated to, a retail site in estimating the optimal price of the goods at each retail site.
20. The method of claim 19, wherein step (A)(i) includes estimating the optimal price of the goods at each retail site as a function of the relation where, MarkdownPrice is an estimate of the optimal price of the goods at the retail site;
B is a rate of sale of the goods at an initial price of the goods;
20 (Claims) Seas is a sum of seasonality indexes for the goods over a planned selling period at the retail site;
OH is an inventory of goods on-hand at the retail site;
Alloc is a quantity of goods in the respective share assigned to the retail site;
Elas is a price elasticity of the goods;
InitP is the initial price of the goods.
21 (Claims)
CA002527796A 2003-07-15 2004-07-14 Methods and apparatus for inventory allocation and pricing Abandoned CA2527796A1 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US48754603P 2003-07-15 2003-07-15
US60/487,546 2003-07-15
PCT/US2004/022503 WO2005010675A2 (en) 2003-07-15 2004-07-14 Methods and apparatus for inventory allocation and pricing

Publications (1)

Publication Number Publication Date
CA2527796A1 true CA2527796A1 (en) 2005-02-03

Family

ID=34102697

Family Applications (1)

Application Number Title Priority Date Filing Date
CA002527796A Abandoned CA2527796A1 (en) 2003-07-15 2004-07-14 Methods and apparatus for inventory allocation and pricing

Country Status (5)

Country Link
US (1) US7171376B2 (en)
EP (1) EP1652141A4 (en)
JP (1) JP2007531923A (en)
CA (1) CA2527796A1 (en)
WO (1) WO2005010675A2 (en)

Families Citing this family (107)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040193503A1 (en) * 2000-10-04 2004-09-30 Eder Jeff Scott Interactive sales performance management system
US8140381B1 (en) * 2000-12-22 2012-03-20 Demandtec, Inc. System and method for forecasting price optimization benefits in retail stores utilizing back-casting and decomposition analysis
EP1636670A4 (en) * 2003-06-04 2008-04-16 Profitlogic Inc Methods and apparatus for retail inventory budget optimization and gross profit maximization
JP3919711B2 (en) * 2003-07-31 2007-05-30 花王株式会社 Thread insertion type and thread insertion method
US7983962B2 (en) * 2004-03-08 2011-07-19 Sap Aktiengesellschaft Method and system for purchase order data entry
US7693749B2 (en) * 2004-03-08 2010-04-06 Sap Ag System and computer product for managing purchase orders
US8788372B2 (en) * 2004-03-08 2014-07-22 Sap Aktiengesellschaft Method and system for classifying retail products and services using characteristic-based grouping structures
US7882088B2 (en) * 2004-03-08 2011-02-01 Sap Ag Method and system for transferring data from a data warehouse
US8027886B2 (en) * 2004-03-08 2011-09-27 Sap Aktiengesellschaft Program product for purchase order processing
US8392231B2 (en) * 2004-03-08 2013-03-05 Sap Aktiengesellschaft System and method for performing assortment definition
US7383990B2 (en) * 2004-03-08 2008-06-10 Sap Aktiengesellschaft Organizational settings for a price planning workbench
US7647250B2 (en) * 2004-03-08 2010-01-12 Sap Ag Method and program product for event monitoring
US7853491B2 (en) * 2004-03-08 2010-12-14 Sap Ag Purchase orders based on purchasing list, capacity plans, assortment plans, and area spread assortment plans
US20050197898A1 (en) * 2004-03-08 2005-09-08 Sap Aktiengesellschaft Slow seller management system and method
US8484135B2 (en) * 2004-03-08 2013-07-09 Sap Aktiengesellschaft Method of and system for assignment of price groups
US8219444B2 (en) * 2004-03-08 2012-07-10 Sap Aktiengesellschaft System and method for using sales patterns with markdown profiles
US7805335B2 (en) * 2004-03-08 2010-09-28 Sap Ag Purchase list having status indicators
US8639548B2 (en) * 2004-03-08 2014-01-28 Sap Aktiengesellschaft System and method for assortment planning
US8341011B2 (en) 2004-03-08 2012-12-25 Sap Aktiengesellschaft Method and system for reporting price planning results
US7788595B2 (en) * 2004-03-08 2010-08-31 Sap Ag Method and system for switching among management system applications
US8620722B2 (en) * 2004-03-08 2013-12-31 Sap Aktiengesellschaft System and method for organizing an enterprise
US7996330B2 (en) * 2004-03-08 2011-08-09 Sap Aktiengeselleschaft Automated system for generating proposed markdown strategy and tracking results of proposed markdown
US7813949B2 (en) 2004-03-08 2010-10-12 Sap Ag Method and system for flexible budgeting in a purchase order system
US20050197886A1 (en) * 2004-03-08 2005-09-08 Sap Aktiengesellschaft System and method for defining a sales promotion
US7742948B2 (en) * 2004-03-08 2010-06-22 Sap Aktiengesellschaft Method of and system for allocating an OTB-relevant purchasing contract
US8285584B2 (en) * 2004-03-08 2012-10-09 Sap Ag System and method for performing assortment planning
US7974851B2 (en) * 2004-03-08 2011-07-05 Sap Aktiengesellschaft Method and system for price planning
US7481367B2 (en) * 2004-03-08 2009-01-27 Sap Aktiengesellschaft Assignment of markdown profiles for automated control of pricing
US8489446B2 (en) * 2004-03-08 2013-07-16 Sap Ag System and method for defining a sales promotion
US7739203B2 (en) * 2004-03-08 2010-06-15 Sap Aktiengesellschaft Method and system for classifying retail products and services using price band categories
US7752067B2 (en) * 2004-03-08 2010-07-06 Sap Aktiengesellschaft System and method for assortment planning
US7822692B2 (en) * 2004-03-08 2010-10-26 Sap Ag Automated control of pricing using markdown profiles
US20050197911A1 (en) * 2004-03-08 2005-09-08 Sap Aktiengesellschaft Method and system for automated contract determination
US7805383B2 (en) * 2004-03-08 2010-09-28 Sap Ag Price planning system and method including automated price adjustment, manual price adjustment, and promotion management
US7769625B2 (en) * 2004-03-08 2010-08-03 Sap Aktiengesellschaft System and method for defining a sales promotion
US8050956B2 (en) * 2004-03-08 2011-11-01 Sap Ag Computer-readable medium, program product, and system for providing a schedule bar with event dates to monitor procurement of a product
US7813961B2 (en) * 2004-03-08 2010-10-12 Sap Ag System and method for planning, allocation, and purchasing
US8370184B2 (en) * 2004-03-08 2013-02-05 Sap Aktiengesellschaft System and method for assortment planning
US8165910B2 (en) * 2004-03-08 2012-04-24 Sap Aktiengesellschaft Method and system for price planning
US8046273B2 (en) * 2004-03-08 2011-10-25 Sap Ag System and method for purchase order creation, procurement, and controlling
US7343315B2 (en) 2004-03-08 2008-03-11 Sap Aktiengesellschaft System and method of efficient scheduling and processing of purchase orders
US20050267873A1 (en) * 2004-03-08 2005-12-01 Sap Aktiengesellschaft Method and system for dynamic article listing
US7660742B2 (en) * 2004-03-08 2010-02-09 Sap Aktiengesellschaft Method of and system for processing purchase orders
US7831487B2 (en) 2004-03-08 2010-11-09 Sap Ag Method and system for scheduling purchase orders
US8051015B2 (en) * 2004-03-08 2011-11-01 Sap Ag Method and system for automated control of pricing
US8478632B2 (en) * 2004-03-08 2013-07-02 Sap Ag System and method for defining a sales promotion
US8423428B2 (en) 2004-03-08 2013-04-16 Sap Ag Method for allocation of budget to order periods and delivery periods in a purchase order system
US8050990B2 (en) * 2004-03-08 2011-11-01 Sap Ag Method of and system for generating purchase orders using an auction process
US8108270B2 (en) * 2004-03-08 2012-01-31 Sap Ag Method and system for product layout display using assortment groups
US7689477B2 (en) * 2004-04-16 2010-03-30 Sap Aktiengesellschaft Apparatus and program product for generating an allocation table in a computerized procurement system
US7908186B2 (en) * 2004-04-16 2011-03-15 Sap Aktiengesellschaft Distribution matrix in an allocation table
US8655697B2 (en) * 2004-04-16 2014-02-18 Sap Aktiengesellschaft Allocation table generation from assortment planning
US8046275B2 (en) * 2004-04-16 2011-10-25 Sap Aktiengesellschaft Synchronizing an allocation table with a procurement system
US7805334B1 (en) 2004-06-08 2010-09-28 Sap Ag Method and system for processing retail data
US7778857B2 (en) * 2004-07-20 2010-08-17 Sap Aktiengesellschaft System and method for service parts planning in a multi-echelon network
US20060059031A1 (en) * 2004-08-06 2006-03-16 Sap Aktiengesellschaft Risk management
WO2006020459A1 (en) * 2004-08-09 2006-02-23 Vendavo Inc Systems and methods for forecasting data and for making margin-sensitive price adjustments
US20060149691A1 (en) * 2005-01-03 2006-07-06 Sap Aktiengesellschaft Method and system for enablement and management of ad hoc electric energy consumption
US20060173728A1 (en) * 2005-01-21 2006-08-03 Lianjun An Adaptive product configuration model
DE102005013667A1 (en) * 2005-03-15 2006-09-21 Acardo Technologies Ag Action-article master data detecting and managing method, involves importing action, master and transaction data automatically into database based on different selection criteria and sorting data based on action-relevant characteristics
US7912748B1 (en) 2005-06-01 2011-03-22 Sap Ag Method and system for determining price markdown schedule
US7979299B1 (en) * 2005-06-21 2011-07-12 Oracle Int'l. Corp. Methods and apparatus for optimizing markdown pricing
US7724890B1 (en) * 2005-09-07 2010-05-25 Sap Ag Focused retrieval of selected data in a call center environment
US20070112618A1 (en) * 2005-11-09 2007-05-17 Generation 5 Mathematical Technologies Inc. Systems and methods for automatic generation of information
US10198494B2 (en) 2006-05-18 2019-02-05 Allotz.Com Limited Control of distributed databases
AU2007252290C1 (en) * 2006-05-18 2019-02-28 Surgetech M Llc The management of inventory allocations
US7881820B2 (en) * 2006-08-30 2011-02-01 Amazon Technologies, Inc. Method and system for inventory placement according to expected item picking rates
US8255870B2 (en) * 2006-08-31 2012-08-28 Sap Aktiengesellschaft Application access for support users
US8484554B2 (en) * 2006-08-31 2013-07-09 Sap Ag Producing a chart
US7813814B2 (en) * 2006-09-29 2010-10-12 Sap Ag Control systems and methods for virtual power plants
US20080120206A1 (en) * 2006-10-31 2008-05-22 Sap Aktiengesellschaft Stock level management
US7676443B2 (en) * 2006-11-17 2010-03-09 Sap Ag System and method for processing data elements in retail sales environment
US7548900B2 (en) * 2006-11-30 2009-06-16 Sap Ag Systems and methods for data management
US8762293B2 (en) * 2006-12-28 2014-06-24 Sap Ag Condition data management
US8000996B1 (en) 2007-04-10 2011-08-16 Sas Institute Inc. System and method for markdown optimization
US8160917B1 (en) 2007-04-13 2012-04-17 Sas Institute Inc. Computer-implemented promotion optimization methods and systems
US8099337B2 (en) 2007-06-19 2012-01-17 Sap Ag Replenishment planning management
US7730052B2 (en) 2007-07-23 2010-06-01 Sap Aktiengesellschaft System and method for providing a virtual item context
US7809707B2 (en) * 2007-07-23 2010-10-05 Sap Ag System and method for identifying element usage in a deep element structure
US7730051B2 (en) 2007-07-23 2010-06-01 Sap Aktiengesellschaft System and method for embedded expression assignment
US8065203B1 (en) 2007-08-01 2011-11-22 Sas Institute Inc. Computer-implemented systems and methods for product attribute estimations
US8812338B2 (en) 2008-04-29 2014-08-19 Sas Institute Inc. Computer-implemented systems and methods for pack optimization
US20100106609A1 (en) * 2008-10-16 2010-04-29 Sherman Abe P Inventory analysis and merchandising system and method
US8271318B2 (en) * 2009-03-26 2012-09-18 Sas Institute Inc. Systems and methods for markdown optimization when inventory pooling level is above pricing level
US9792545B1 (en) 2009-05-08 2017-10-17 Abe P. Sherman Vendor-based inventory management system and method
US8838469B2 (en) * 2009-06-12 2014-09-16 Accenture Global Services Limited System and method for optimizing display space allocation of merchandising using regression analysis to generate space elasticity curves
US20110035257A1 (en) * 2009-08-06 2011-02-10 Rajendra Singh Solanki Systems And Methods For Generating Planograms In The Presence Of Multiple Objectives
US8428985B1 (en) * 2009-09-04 2013-04-23 Ford Motor Company Multi-feature product inventory management and allocation system and method
US8515835B2 (en) 2010-08-30 2013-08-20 Sas Institute Inc. Systems and methods for multi-echelon inventory planning with lateral transshipment
US8788315B2 (en) * 2011-01-10 2014-07-22 Sas Institute Inc. Systems and methods for determining pack allocations
US8688497B2 (en) 2011-01-10 2014-04-01 Sas Institute Inc. Systems and methods for determining pack allocations
US20120253995A1 (en) * 2011-03-31 2012-10-04 Amit Boob System and method for merchandise inventory management to maximize gross margin
US20120284083A1 (en) * 2011-05-04 2012-11-08 LaShou Group INC. System and method for merchandise distribution
US20130073337A1 (en) * 2011-09-20 2013-03-21 LaShou Group INC. System and method for merchandise selection based on Location and produce trials
US20130103458A1 (en) * 2011-10-19 2013-04-25 Oracle International Corporation Markdown optimization system using a reference price
US20130211877A1 (en) * 2012-02-13 2013-08-15 Oracle International Corporation Retail product pricing markdown system
US20140058781A1 (en) * 2012-08-24 2014-02-27 Kishore Padmanabhan Assortment planning and optimization
US9600793B2 (en) * 2013-12-09 2017-03-21 International Business Machines Corporation Active odor cancellation
US20150161635A1 (en) * 2013-12-10 2015-06-11 Ebay Inc. Dynamic price elasticity in unstructured marketplace data
WO2016021015A1 (en) * 2014-08-07 2016-02-11 株式会社Ale Logistics solution and intranet system
CN106991544B (en) * 2016-01-20 2021-06-29 菜鸟智能物流控股有限公司 Allocation system and allocation method
US10423923B2 (en) 2016-09-13 2019-09-24 International Business Machines Corporation Allocating a product inventory to an omnichannel distribution supply chain
US10846347B2 (en) * 2016-12-08 2020-11-24 Tipevo, LLC Youth sports program cataloging and rating system
WO2018192949A1 (en) 2017-04-19 2018-10-25 Sika Technology Ag Fastening system for fastening a rail
US11410117B2 (en) * 2017-10-24 2022-08-09 Oracle International Corporation System and method for controlling inventory depletion by offering different prices to different customers
NO20191203A1 (en) * 2019-10-09 2021-04-12 Kezzler As A Method of optimizing an offer value to a selected group of consumers
US11704611B2 (en) * 2021-04-15 2023-07-18 Oracle International Corporation Inventory allocation and pricing optimization system for distribution from fulfillment centers to customer groups

Family Cites Families (49)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5237498A (en) 1988-07-08 1993-08-17 Hitachi, Ltd. System and method for computing profits for individual entities of an entity group via use of means to retrieve and process data for specific entities
US5237496A (en) 1988-12-07 1993-08-17 Hitachi, Ltd. Inventory control method and system
JP3177746B2 (en) 1991-03-20 2001-06-18 株式会社日立製作所 Data processing system and method
NZ250926A (en) 1993-02-23 1996-11-26 Moore Business Forms Inc Relational database: product, consumer and transactional data for retail shopping targeting
US5822736A (en) 1995-02-28 1998-10-13 United Hardware Distributing Company Variable margin pricing system
US5765143A (en) 1995-02-28 1998-06-09 Triad Systems Corporation Method and system for inventory management
JPH11511273A (en) 1995-04-13 1999-09-28 エルダット・コミュニケーション・リミテッド Promotional data processor system and interactive variable display particularly useful therefor
US6092049A (en) 1995-06-30 2000-07-18 Microsoft Corporation Method and apparatus for efficiently recommending items using automated collaborative filtering and feature-guided automated collaborative filtering
EP0770967A3 (en) 1995-10-26 1998-12-30 Koninklijke Philips Electronics N.V. Decision support system for the management of an agile supply chain
US5758328A (en) 1996-02-22 1998-05-26 Giovannoli; Joseph Computerized quotation system and method
US6110041A (en) 1996-12-30 2000-08-29 Walker Digital, Llc Method and system for adapting gaming devices to playing preferences
US6306038B1 (en) 1996-09-27 2001-10-23 Multimedia Games, Inc. Gaming system for remote players
US5963919A (en) 1996-12-23 1999-10-05 Northern Telecom Limited Inventory management strategy evaluation system and method
US6193606B1 (en) 1997-06-30 2001-02-27 Walker Digital, Llc Electronic gaming device offering a game of knowledge for enhanced payouts
US6006196A (en) 1997-05-01 1999-12-21 International Business Machines Corporation Method of estimating future replenishment requirements and inventory levels in physical distribution networks
EP0983564A1 (en) 1997-05-21 2000-03-08 Khimetrics, Inc. Method for controlled optimization of enterprise planning models
EP1016018A1 (en) * 1997-09-15 2000-07-05 Maintenet Corporation Electronic information network for inventory control and transfer
US6230150B1 (en) 1997-10-09 2001-05-08 Walker Digital, Llc Vending machine evaluation network
US5983224A (en) 1997-10-31 1999-11-09 Hitachi America, Ltd. Method and apparatus for reducing the computational requirements of K-means data clustering
US20010014868A1 (en) 1997-12-05 2001-08-16 Frederick Herz System for the automatic determination of customized prices and promotions
US6029139A (en) 1998-01-28 2000-02-22 Ncr Corporation Method and apparatus for optimizing promotional sale of products based upon historical data
US6009407A (en) 1998-02-27 1999-12-28 International Business Machines Corporation Integrated marketing and operations decisions-making under multi-brand competition
US6366890B1 (en) * 1998-02-27 2002-04-02 Gerald L. Usrey Product inventory category management and variety optimization method and system
US6068552A (en) 1998-03-31 2000-05-30 Walker Digital, Llc Gaming device and method of operation thereof
US6493678B1 (en) 1998-05-22 2002-12-10 Connectrix Systems, Inc. Method, apparatus and system for merchandising related applications
US6397197B1 (en) 1998-08-26 2002-05-28 E-Lynxx Corporation Apparatus and method for obtaining lowest bid from information product vendors
US6253187B1 (en) 1998-08-31 2001-06-26 Maxagrid International, Inc. Integrated inventory management system
US6328648B1 (en) 1998-09-18 2001-12-11 Walker Digital, Llc Electronic amusement device and method for propagating a performance adjustment signal
US6078900A (en) * 1998-10-23 2000-06-20 International Business Machines Corporation Method for estimating stock levels in production-distribution networks with inventory control
US6205431B1 (en) 1998-10-29 2001-03-20 Smart Software, Inc. System and method for forecasting intermittent demand
US6397166B1 (en) 1998-11-06 2002-05-28 International Business Machines Corporation Method and system for model-based clustering and signal-bearing medium for storing program of same
US6341269B1 (en) 1999-01-26 2002-01-22 Mercani Technologies, Inc. System, method and article of manufacture to optimize inventory and merchandising shelf space utilization
US20030195791A1 (en) * 1999-01-26 2003-10-16 Waller Matthew A. System, method and article of manufacture to determine and communicate redistributed product demand
US20010047293A1 (en) 1999-01-26 2001-11-29 Waller Matthew A. System, method and article of manufacture to optimize inventory and inventory investment utilization in a collaborative context
US7120599B2 (en) 1999-12-30 2006-10-10 Ge Capital Commercial Finance, Inc. Methods and systems for modeling using classification and regression trees
US6430540B1 (en) 1999-12-30 2002-08-06 General Electric Company Method and system for monitoring and modifying a consumption forecast over a computer network
US20020029176A1 (en) 2000-09-01 2002-03-07 Anne Carlson Inventory management system and method
US20020072977A1 (en) 2000-12-07 2002-06-13 Hoblit Robert S. Analyzing inventory using time frames
US6496834B1 (en) 2000-12-22 2002-12-17 Ncr Corporation Method for performing clustering in very large databases
US20020143669A1 (en) * 2001-01-22 2002-10-03 Scheer Robert H. Method for managing inventory within an integrated supply chain
WO2002061543A2 (en) 2001-02-01 2002-08-08 Level 3 Communications, Inc. System and method for determining network components for net present value regarding cash flow
US6925460B2 (en) 2001-03-23 2005-08-02 International Business Machines Corporation Clustering data including those with asymmetric relationships
US7006981B2 (en) * 2001-04-04 2006-02-28 Profitlogic, Inc. Assortment decisions
US6553352B2 (en) 2001-05-04 2003-04-22 Demand Tec Inc. Interface for merchandise price optimization
US7085734B2 (en) 2001-07-06 2006-08-01 Grant D Graeme Price decision support
US6834266B2 (en) * 2001-10-11 2004-12-21 Profitlogic, Inc. Methods for estimating the seasonality of groups of similar items of commerce data sets based on historical sales data values and associated error information
US20030101107A1 (en) * 2001-11-29 2003-05-29 Rishi Agarwal Inventory management system and method
EP1459231A1 (en) * 2001-12-21 2004-09-22 Accenture Services Limited Local market optimization
US7251615B2 (en) * 2002-06-07 2007-07-31 Oracle International Corporation Markdown management

Also Published As

Publication number Publication date
EP1652141A2 (en) 2006-05-03
US20050060270A1 (en) 2005-03-17
EP1652141A4 (en) 2008-03-12
WO2005010675A2 (en) 2005-02-03
US7171376B2 (en) 2007-01-30
JP2007531923A (en) 2007-11-08
WO2005010675A3 (en) 2006-02-23

Similar Documents

Publication Publication Date Title
CA2527796A1 (en) Methods and apparatus for inventory allocation and pricing
Mantrala et al. A decision-support system that helps retailers decide order quantities and markdowns for fashion goods
EP0733986B1 (en) System and method for controlling the number of units of parts in an inventory
US20050197887A1 (en) System and method for using sales patterns with markdown profiles
US5963919A (en) Inventory management strategy evaluation system and method
Ching-Chin et al. Designing a decision-support system for new product sales forecasting
US7668761B2 (en) System and method for ensuring order fulfillment
US7979299B1 (en) Methods and apparatus for optimizing markdown pricing
Gross et al. The effect of reducing leadtime on inventory levels-simulation analysis
EP1571541A3 (en) Maintaining individual object data
WO2006036935A3 (en) Products and processes for determining allocation of inventory for a vending machine
EP0929045A3 (en) Inventory management system
Kher Examination of flexibility acquisition policies in dual resource constrained job shops with simultaneous worker learning and forgetting effects
US20040103018A1 (en) Methods and systems for demand forecasting of promotion, cannibalization, and affinity effects
CN107492015A (en) The recommendation method and apparatus of object
Verganti Order overplanning with uncertain lumpy demand: a simplified theory
AU2012201530B2 (en) Analytics value assessment toolkit
US11205151B2 (en) Method of making changes to product mixes on boundary constrained shelves by determining maximum days-on-shelf metric from a product mix constrained by at least physical shelf space
WO2005001615A3 (en) Methods and apparatus for retail inventory budget optimization and gross profit maximization
US11205185B2 (en) Forecasting demand for groups of items, such as mobile phones
Yeung et al. MPS with multiple freeze fences in multi-product multi-level MRP systems
AU2005202059A1 (en) Automatic Inventory Management System
Huber A review of Wilkie's stochastic investment model
Yimmee et al. Fuzzy goal programming for aggregate production and logistics planning
Thien et al. Revenue sharing contract with two–way penalties

Legal Events

Date Code Title Description
EEER Examination request
FZDE Dead

Effective date: 20170706