Inventory Management Subject to Uncertain Demand
|
|
- Pearl Green
- 8 years ago
- Views:
Transcription
1 Inventr Management Sbjet t Unertain emand Esma el Pınar Keskinak 7 ISYE 34 - all Inventr Cntrl Sbjet t Unertain emand In te presene nertain demand te bjetive is t minimie te epeted st r t maimie te epeted prit Tw tpes inventr ntrl mdels ied time perid - Peridi review One perid Newsvendr mdel Mltiple perids ied rder qantit - Cntins review R mdels
2 Tpes Inventr Cntrl Pliies ied rder qantit pliies Te rder qantit is alwas te same bt te time between te rders will var depending n demand and te rrent inventr levels Inventr levels are ntinsl mnitred and an rder is plaed wenever te inventr level drps belw a prespeiied rerder pint. Cntins review pli Tpes Inventr Cntrl Pliies ied time perid pliies Te time between rders is nstant bt te qantit rdered ea time varies wit demand and te rrent level inventr Inventr is reviewed and replenised in given time intervals s as a week r mnt i.e. review perid epending n te rrent inventr level an rder sie is determined t pssibl inrease te inventr level p-t a prespeiied level i.e. rderp-t level Peridi review pli
3 Inventr Cntrl - emand Variabilit Cnstant/Statinar Variable/Nn-Statinar Unertaint eterministi Stasti Enmi Order antit EO Trade between ied st and lding st Lt sie/rerder pint R r ss mdels Trade between ied st lding st and srtage st Aggregate Planning Planning r apait levels given a reast Materials Reqirements Planning MRP Ver diilt prblem! Newsvendr single perid REA THE APPENIX ON PROBABILITY REVIEW 3
4 Newsvendr Mdels Esma el Pınar Keskinak 7 ISYE 34 all Eample - INORMS INORMS Te Institte r Operatins Resear and Management Siene will ld its annal meeting in Wasingtn.C. in 8. Si mnts bere te meeting begins INORMS mst deide w man rms sld be reserved at te nerene tel. At tis time rms an be reserved at a st $5 per rm. It is estimated tat te demand r rms is nrmall distribted wit mean 5 and standard deviatin. I te nmber rms reqired eeeds te nmber rms reserved etra rms will ave t be nd at neigbring tels at a st $8 per rm. Te innveniene staing at anter tel is estimated at $. Hw man rms sld be reserved t minimie te epeted st? 4
5 Eample asin Bags Te ber r Wat-a-Markp asin Bags mst deide n te qantit a ig-pried wman s andbag t prre in Ital r te llwing Cristmas Seasn. Te nit st te andbag t te stre is $8.5 and te andbag will sell r $5. A disnt irm prases an andbags nt sld b te end te seasn r $. In additin te stre antants estimate tat tere is st $.4 r ea dllar tied p in inventr at te end te seasn ater all sales ave been made. Newsvendr mdel - Prperties One-time deisin Crrent deisins nl impat te net perid bt nt tre perids Retail: asin/seasnal items One-time events 5
6 Trade in inventr deisins Sppl Sppl < emand emand Srtage Lst sales / Lst prit Sppl > emand Eess inventr Inventr st Sppl emand Newsvendr mdel - Prperties One-time deisin Crrent deisins nl impat te net perid bt nt tre perids Retail: asin/seasnal items One-time events Relevant sts C : Unit st eess inventr st verage C : Unit st srtage st nderage emand is a randm variable wit Prbabilit densit ntin pd mlative distribtin ntin d Objetive: Cse te rdering qantit bere knw te demand t minimie Ttal epeted verage and nderage sts 6
7 7 Newsvendr mdel inding te ptimal rder qantit irst write te st ntin: d d d ] E[ rdered is i nderage st verage epeted i i : is rdered and demand is i nderage st verage :ttal Critial Rati erivatin te Critial Rati -.. Rle se Leibni's T take te derivative is rdered i nderage st verage epeted ' ' d d d d d d : In
8 8 erivatin te Critial Rati - d d d d d d d d d d d Similarl ] [.. Rle se Leibni's T take te derivative ' ' ' ' : In erivatin te Critial Rati - 3 Reall: P d P d d d d d d Als need t ek i is nve. Send derivative is +
9 Eample - INORMS = nmber rms atall reqired = nmber rms reserved Wat are C and C? Eample - INORMS = nmber rms atall reqired = nmber rms reserved : st = 5 : st = =9-4 Cst reserving Cst Cst reserving innveniene etra rms in ter tels 9
10 Eample - INORMS = nmber rms atall reqired = nmber rms reserved : st = 5 C C : st = =9-4 Cst reserving Cst Cst reserving innveniene etra rms in ter tels 4 4 Wat is? Eample - INORMS Reall: Nrmal5 We ave lkp tables r Standard Nrmal distribtin = = Cnvert t Standard Nrmal! 4 P P P P P Z Standard nrmal ind rm te lkp table = + Z
11 Eample - INORMS Reall: Nrmal5 We ave lkp tables r Standard Nrmal distribtin = = Cnvert t Standard Nrmal! 4 P P P P P Z Saet Standard nrmal Z stk Epeted demand ind rm te lkp table = + Standard Nrmal istribtin - e ensit ntin Smmetri arnd te mean Area nder te entire rve PZ
12 Standard Nrmal istribtin - e ensit ntin Smmetri arnd te mean Area nder te entire rve PZ We will se ɸ and interangeabl =PZ Standard Nrmal istribtin - e ensit ntin Smmetri arnd te mean Area nder te entire rve PZ We will se ɸ and interangeabl =PZ -=PZ -=- -
13 Eample - INORMS P Z Area nder te rve *.4 5 * 47 = -.4 Eample - INORMS W is *<5 i.e. less tan te epeted demand? Epeted st nderage Epeted ttal st Epeted st verage *=47 3
14 Eample - INORMS Wat i =5? * Epeted st nderage Epeted ttal st Epeted st verage *=339 Eample - INORMS Wat i =5? * C * C * Epeted st nderage Epeted ttal st Epeted st verage *=339 4
15 5 Wen d we ave *=Epeted demand?!!! i.e..5 need we * r.5 Area nder te rve!!! ten * I * Z P = Optimal qantit verss epeted demand rder epeted demand srtages and eess inventr st te same I *.5 tan epeted demand mre stl rder less eess inventr is I *.5 srtages are mre stl rder mre tan epeted demand I *.5 Nte: Assming te demand distribtin is smmetri arnd its mean
16 Te impat standard deviatin Wat appens t te ptimal qantit as te standard deviatin inreases? Te impat standard deviatin Wat appens t te ptimal qantit as te standard deviatin inreases? Assming te demand distribtin is smmetri arnd its mean * inreases in I srtages are mre stl * inreases in std. dev. * dereases in I eess inventr is mre stl * dereases in std. dev. * des nt ange in I srtages and eess inventr st te same rder epeted demand regardless standard deviatin 6
17 Eample - INORMS =4 < =5 =-.4 =7 > =5 =. * * Standard deviatin Standard deviatin Eample asin Bags Inpt Unit st = $8.5 Selling prie p = $5 Salvage vale s = $ Cst inventr = $.4 r ea dllar tied p in inventr at te end te seasn 7
18 Eample asin Bags Inpt Unit st = $8.5 Selling prie p = $5 Salvage vale s = $ Cst inventr = $.4 r ea dllar tied p in inventr at te end te seasn Cmpted inpt: Hlding st per bag = = = Eample asin Bags Inpt Unit st = $8.5 Selling prie p = $5 Salvage vale s = $ Cst inventr = $.4 r ea dllar tied p in inventr at te end te seasn Cmpted inpt: Hlding st per bag =.48.5 = $.4 = p = $.5 = s + = $
19 Eample asin Bags Nrmall distribted demand emand ~ Nrmal Area nder te rve= Critial rati =.86 *.8 5 * 7 =.8 Eample asin Bags Unirml distribted demand emand Unirm between 5 and 5 =5 Same epeted demand as in Nrmal distribtin.86 * 5 * Unirm densit / Area nder te rve = Critial rati = *= 9
20 Eample asin Bags Even tg bt te Nrmal and te Unirm distribtins ave te same mean =5 w did we get dierent qantities? Nrmal distribtin *=7 Unirm distribtin *= Eample asin Bags Even tg bt te Nrmal and te Unirm distribtins ave te same mean =5 w did we get dierent qantities? Nrmal distribtin *=7 Unirm distribtin *= Bease te variane eqivalentl standard deviatin and te sape te distribtin!!! Nrmal = Unirm =57.7 Nrmal Unirm
Deterministic Inventory Models
Tpic 7 eterministic Inventry Mdels LEARNING OUTOMES By te end f tis tpic, yu suld be able t: 1. Explain te imprtance f inventry cntrl;. mpute te EO and EP t determine w muc t rder r prduce; 3. mpute te
More informationChapter 6: Continuous Probability Distributions GBS221, Class 20640 March 25, 2013 Notes Compiled by Nicolas C. Rouse, Instructor, Phoenix College
Chapter Objectives 1. Understand the difference between hw prbabilities are cmputed fr discrete and cntinuus randm variables. 2. Knw hw t cmpute prbability values fr a cntinuus unifrm prbability distributin
More informationefusion Table of Contents
efusin Cst Centers, Partner Funding, VAT/GST and ERP Link Table f Cntents Cst Centers... 2 Admin Setup... 2 Cst Center Step in Create Prgram... 2 Allcatin Types... 3 Assciate Payments with Cst Centers...
More informationGroup Term Life Insurance: Table I Straddle Testing and Imputed Income for Dependent Life Insurance
An American Benefits Cnsulting White Paper American Benefits Cnsulting, LLC 99 Park Ave, 25 th Flr New Yrk, NY 10016 212 716-3400 http://www.abcsys.cm Grup Term Life Insurance: Table I Straddle Testing
More informationCHECKING ACCOUNTS AND ATM TRANSACTIONS
1 Grades 6-8 Lessn 1 CHECKING ACCOUNTS AND ATM TRANSACTIONS Tpic t Teach: This lessn is intended fr middle schl students in sixth thrugh eighth grades during a frty minute time perid. The lessn teaches
More informationQUÉBEC AUTOMOBILE INSURANCE INDUSTRY POSTS SOLID EARNINGS AGAIN IN 2007
QUÉBEC AUTOMOBILE INSURANCE INDUSTRY POSTS SOLID EARNINGS AGAIN IN 2007 [TRANSLATION] FOR IMMEDIATE RELEASE Québec City, April 16, 2008 The Autrité des marchés financiers (AMF) annunces the release f its
More informationHow much life insurance do I need? Wrong question!
Hw much life insurance d I need? Wrng questin! We are ften asked this questin r sme variatin f it. We believe it is NOT the right questin t ask. What yu REALLY need is mney, cash. S the questin shuld be
More informationMobile & Point of Sale QUICK START GUIDE
Mbile & Pint f Sale QUICK START GUIDE Set up yur PayOS mbile app Belw is a quick guide t accepting mbile and pint f sale payments with the SecureNet PayOS mbile app. Add lcatin(s) Lg in t the PayOS mbile
More informationGED MATH STUDY GUIDE. Last revision July 15, 2011
GED MATH STUDY GUIDE Last revisin July 15, 2011 General Instructins If a student demnstrates that he r she is knwledgeable n a certain lessn r subject, yu can have them d every ther prblem instead f every
More informationWSI White Paper. Prepared by: Feras Alhlou Web Analytics Expert, WSI
Optimize Yur Marketing Dllars During The Recessin WSI White Paper Prepared by: Feras Alhlu Web Analytics Expert, WSI Intrductin We have heard it many times, an ld management and marketing saying: Yu Can
More informationIn addition to assisting with the disaster planning process, it is hoped this document will also::
First Step f a Disaster Recver Analysis: Knwing What Yu Have and Hw t Get t it Ntes abut using this dcument: This free tl is ffered as a guide and starting pint. It is des nt cver all pssible business
More informationHow To Get A Job At A Farmhouse Farmhouse
Lan Applicatin fr Pre- Apprval Get pre-apprved fr yur hme lan financing tday by cmpleting this applicatin. Please cmplete the entire applicatin and return with the dcumentatin requested n the attached
More informationGain vs. Proportional Band
Gain vs. Prprtinal Band The end result f the analysis f a typial lp tuning predure, whether pen lp r lsed lp, is a set f parameters with whih t adjust the ntrller. One f these parameters is ntrller gain.
More informationSpatial basis risk and feasibility of index based crop insurance in Canada: A spatial panel data econometric approach
Spatial basis risk and feasibility f index based crp insurance in Canada: A spatial panel data ecnmetric apprach Millin A.Tadesse (Ph.D.), University f Waterl, Statistics and Actuarial Science, Canada.
More informationInformation Guide Booklet. Home Loans
Infrmatin Guide Bklet Hme Lans This Infrmatin Guide bklet prvides yu with general infrmatin nly. It will als help yu t better understand any recmmendatins we have made fr yu. Infrmatin Guide Hme Lans January
More informationADMINISTRATION AND FINANCE POLICIES AND PROCEDURES TABLE OF CONTENTS
CONTROL Revisin Date: 1/21/03 TABLE OF CONTENTS 10.01 OVERVIEW OF ACCOUNTING FOR INVESTMENT IN PLANT... 2 10.01.1 CURRENT POLICY... 2 10.02 INVENTORY MAINTENANCE AND CONTROL... 3 10.02.1 PROCEDURES FOR
More informationEvery manufacturer is confronted with the problem
HOW MANY PARTS TO MAKE AT ONCE FORD W. HARRIS Prodction Engineer Reprinted from Factory, The Magazine of Management, Volme 10, Nmber 2, Febrary 1913, pp. 135-136, 152 Interest on capital tied p in wages,
More informationCSE 231 Fall 2015 Computer Project #4
CSE 231 Fall 2015 Cmputer Prject #4 Assignment Overview This assignment fcuses n the design, implementatin and testing f a Pythn prgram that uses character strings fr data decmpressin. It is wrth 45 pints
More informationConsumer Complaint Roadmap
Cnsumer Cmplaint Radmap Step 1. What yu shuld knw befre yu begin. Refund and Exchange Plicies The nly case where a cnsumer has the abslute right t a return is when there is a defect in the prduct. Mst
More information#1 #2. How should insulin be ordered? 1) Click the Add Order icon 2) Type insulin 3) Select Insulin Subcutaneous Orderset
Insulin Subcutaneus Orderset In the past, insulin sliding scales were the standard methd f cntrlling bld sugars in the hspital. Hwever, sliding scales were develped fr regular and NPH insulins. Since emulating
More informationAdvanced Accounting. Chapter 5: A Voucher System
Advanced Accunting Chapter 5: A Vucher System An accunting system includes prcedures fr recrding and reprting accurate and up-t-date financial inf Shuld als include prcedures t assist management in cntrlling
More informationDIRECT DATA EXPORT (DDE) USER GUIDE
2 ND ANNUAL PSUG-NJ CONFERNCE PSUG-NJ STUDENT MANAGEMENT SYSTEM DIRECT DATA EXPORT (DDE) USER GUIDE VERSION 7.6+ APRIL, 2013 FOR USE WITH POWERSCHOOL PREMIER VERSION 7.6+ Prepared by: 2 TABLE OF CONTENTS
More informationQAD Operations BI Metrics Demonstration Guide. May 2015 BI 3.11
QAD Operatins BI Metrics Demnstratin Guide May 2015 BI 3.11 Overview This demnstratin fcuses n ne aspect f QAD Operatins Business Intelligence Metrics and shws hw this functinality supprts the visin f
More informationAeroplan 2013 Star Challenge Promotion
Aerplan 2013 Star Challenge Prmtin Q1. What is the Star Challenge Prmtin? The Star Challenge prmtin is a bnus miles event that is designed t reward members fr earning miles acrss Aerplan s participating
More informationR o t h IRAs : How They W o r k and How to Use Them
R t h IRAs : Hw They W r k and Hw t Use Them Rth IRAs differ frm ther tax-favred retirement plans, including ther IRAs (called "traditinal IRAs"), in that they prmise cmplete tax exemptin n distributin.
More informationResearch Report. Abstract: The Emerging Intersection Between Big Data and Security Analytics. November 2012
Research Reprt Abstract: The Emerging Intersectin Between Big Data and Security Analytics By Jn Oltsik, Senir Principal Analyst With Jennifer Gahm Nvember 2012 2012 by The Enterprise Strategy Grup, Inc.
More informationSBA 504 Financing. Long Term Asset Financing Made Possible. Glen Heller, Relationship Manager Nancy Sheridan, Specialty Finance Officer
SBA 504 Financing Lng Term Asset Financing Made Pssible Glen Heller, Relatinship Manager Nancy Sheridan, Specialty Finance Officer These prpsals are cntingent upn final Chase Bank review and apprval frm
More informationDear Brightleaf at the Park Owners,
Dear Brightleaf at the Park Owners, Membership t the Brightleaf Club is nw included with all new cnstructin hmes being sld in Brightleaf at the Park. Many f the riginal wners have requested the ptin fr
More informationBusiness Risk Management - A Practical Application
Operatinal Risk Management: A Practical Apprach and its Regulatr Implicatins Federal Reserve Bank f Bstn Nvember 2001 Operatinal Risk: Is a change required? Cmmand and Cntrl Branch Operating Manual Mandated
More informationUsing PayPal Website Payments Pro UK with ProductCart
Using PayPal Website Payments Pr UK with PrductCart Overview... 2 Abut PayPal Website Payments Pr & Express Checkut... 2 What is Website Payments Pr?... 2 Website Payments Pr and Website Payments Standard...
More informationImplementing SQL Manage Quick Guide
Implementing SQL Manage Quick Guide The purpse f this dcument is t guide yu thrugh the quick prcess f implementing SQL Manage n SQL Server databases. SQL Manage is a ttal management slutin fr Micrsft SQL
More informationCHAPTER 1: LIQUID DENSITY MEASUREMENT
CHAPTER 1: LIQUID DENSITY MEASUREMENT Objective Calculate density and specific gravity f fluids using ydrmeters, and investigate te dependence f tese variables it temperature. Intrductin Liquid density
More informationSegment-oriented Recovery
Advanced Tpics in Operating Systems, CS262a Prf. Eric A. Brewer (with help frm Rusty Sears) Segment-riented Recvery ARIES wrks great but is 20+ years ld and has sme prblems: viewed as very cmplex n available
More informationRequest for Resume (RFR) CATS II Master Contract. All Master Contract Provisions Apply
Sectin 1 General Infrmatin RFR Number: (Reference BPO Number) Functinal Area (Enter One Only) F50B3400026 7 Infrmatin System Security Labr Categry A single supprt resurce may be engaged fr a perid nt t
More informationCompetitive Intelligence Report - Market Snapshot Explanations of Numbers Suggestions and Tips
Cmpetitive Intelligence Reprt - Market Snapsht Explanatins f Numbers Suggestins and Tips The infrmatin cntained in the tw sectins f the Cmpetitive Intelligence Reprt fr each gegraphic regin is f the highest
More informationEnrollment Information
Enrllment Infrmatin IU HEALTH LA PORTE HOSPITAL FLEXIBLE SPENDING ACCOUNT DEBIT CARD GUIDE Effective: January 1, 2013 HEALTHSMART BENEFIT SOLUTIONS, INC. Table f Cntents Intrducing Yur FSA Debit Card......
More informationUCONS Ductless Heat Pump Sacramento Field Demonstration Draft Metering Protocol Last update: 6-17-15
UCONS Ductless Heat Pump Sacrament Field Demnstratin Draft Metering Prtcl Last update: 6-17-15 Overview This demnstratin is designed t evaluate the energy perfrmance, temperature distributin, and ccupant
More informationTHE EMPLOYMENT LAW DISPUTE SPECIALISTS DAMAGES BASED AGREEMENT. Your Employment Tribunal claim relating to your employment with...
THE EMPLOYMENT LAW DISPUTE SPECIALISTS DAMAGES BASED AGREEMENT 1. What is cvered by this agreement Yur Emplyment Tribunal claim relating t yur emplyment with... 2. What is nt cvered by this agreement 2.1
More informationFOR MAGENTO COMMERCE INFO@MORNINGTIME.COM SKYPE: JMKOENRAADT WWW.MORNINGTIME.COM
INTERNETKASSA (RABO, ABN AMRO) FOR MAGENTO COMMERCE INFO@MORNINGTIME.COM SKYPE: JMKOENRAADT WWW.MORNINGTIME.COM STEP 0 - DISABLE THE COMPILER, DISABLE CACHE Befre yu uplad new files, g t System > Tls >
More informationNASDAQ BookViewer 2.0 User Guide
NASDAQ BkViewer 2.0 User Guide NASDAQ BkViewer 2.0 ffers a real-time view f the rder depth using the NASDAQ Ttalview prduct fr NASDAQ and ther exchange-listed securities including: The tp buy and sell
More informationLOGOS Purchase Agreement How will you acquire this valuable digital tool?
LOGOS FAQs LOGOS 6 at Bb Jnes University Seminary In the last tw decades, Bible study sftware has prliferated and advanced t the pint that any serius student f Scripture seeks familiarity with these tls.
More informationFraser Surrey Docks Adds Compliance System to the Container Gate Reservation System (GRS)
July 20 th, 2009 Fraser Surrey Dcks Adds Cmpliance System t the Cntainer Gate Reservatin System (GRS) In an effrt t increase cmpliance with the GRS, we have implemented a system t mnitr cmpliance s that
More informationBlizzard Ball: Snowballs versus Avalanches
Blizzard Ball: Snwballs versus Avalanches Blizzard Ball is a fun, active way t review the key cncepts f and debt cvered in Katrina s Classrm Lessn 3, A Fresh Start. The activity allws players t strategize
More informationProgram Details. Ease of Operation Integrated Systems. Shipping / Receiving / Payment Bank / Inventory / Warehousing / Store / CRM / Promotions
Prgram Details Ease f Operatin Integrated Systems Shipping / Receiving / Payment Bank / Inventry / Warehusing / Stre / CRM / Prmtins MultiFlex integrates yur ecmmerce Webstre Channels and yur RMS Brick
More informationNew 3.8% Medicare Tax on "Unearned" Net Investment Income
New 3.8% Medicare Tax n "Unearned" Net Investment Incme Net investment incme- Incme received frm investment assets such as bnds, stcks, mutual funds, lans and ther investments Capital gain- When a capital
More informationPhiladelphia Pittsburgh www.elc- pa.org
Philadelphia Pittsburgh www.elc- pa.rg The Schl District Financial Recvery Law (Act 141) and Basic Educatin Funding Frmulas Act 141, the Schl District Financial Recvery Law ( financially distressed schl
More informationWebsite Design Worksheet
Website Design Wrksheet The mst crucial and imprtant part f having a website designed, r redesigned is t set gals and decide up frnt what yu want yur website t d. What is the purpse f yur new website?
More informationHedging Rising Interest Rates with the Horizons BetaPro U.S. 30-year Bond Bear Plus ETF. Adam Felesky CEO, Horizons BetaPro ETFs 1
Hedging Rising Interest Rates with the Hrizns BetaPr U.S. 30-year Bnd Bear Plus ETF Adam Felesky CEO, Hrizns BetaPr ETFs 1 U.S. 30-year Bnd Bull + & Bear + ETFs Investment Objectives: The HBP U.S. 30-year
More information6 Funding and Staffing the Central IT Help Desk
6 Fnding and Staffing the Central IT Help Desk Money may kindle, bt it cannot itself, or for very long, brn. Igor Stravinsky Key Findings At most instittions the central IT bdget is a major sorce of help
More informationHow to put together a Workforce Development Fund (WDF) claim 2015/16
Index Page 2 Hw t put tgether a Wrkfrce Develpment Fund (WDF) claim 2015/16 Intrductin What eligibility criteria d my establishment/s need t meet? Natinal Minimum Data Set fr Scial Care (NMDS-SC) and WDF
More informationTips to Prepare for Quarter-End and Year-End
Tips t Prepare fr Quarter-End and Year-End Melissa Wd Cnsultant What We ll Cver 1. Tying ut A/P 2. Tying ut A/R 3. Tying ut I/N 4. Wrk In Prgress 5. Managing Jbs and PMs 6. Quarterly Payrll 7. Clsing a
More informationBackupAssist SQL Add-on
WHITEPAPER BackupAssist Versin 6 www.backupassist.cm 2 Cntents 1. Requirements... 3 1.1 Remte SQL backup requirements:... 3 2. Intrductin... 4 3. SQL backups within BackupAssist... 5 3.1 Backing up system
More informationHow do I evaluate the quality of my wireless connection?
Hw d I evaluate the quality f my wireless cnnectin? Enterprise Cmputing & Service Management A number f factrs can affect the quality f wireless cnnectins at UCB. These include signal strength, pssible
More informationPrioritization and Management of VoIP & RTP s
Priritizatin f VIP Priritizatin and Management f VIP & RTP s Priritizatin and Management f VIP & RTP s 1 2006 SkyPilt Netwrks, Inc. Intrductin This dcument will utline the prcess by which the SkyPilt netwrk
More informationDo you have little or no incentive to enhance your agents listings online because there is no clear way to track the results or measure payback?
Rapid Respnse Real Estate Turning Clicks int Clsings! Des this Sund Familiar? Are yur Internet leads ging unanswered by yur agents? Is this negatively affecting yur brand? And are yur cmpetitrs reaping
More informationSelf-Directed IRA Investment Possibilities Investment Creativity with Security Trust Company
Self-Directed IRA Investment Pssibilities Investment Creativity with Security Trust Cmpany Security Trust Cmpany Security Trust Cmpany is a retirement plan administratr nly and des nt prvide legal, tax,
More informationKinetic Molecular Theory of Gases/Ideal Gases. Kinetic Molecular Theory of Gases/Ideal Gases. Kinetic Molecular Theory of Gases/Ideal Gases
CHEMISTRY 000 Tpic #: Intermlecular Frces What Attracts Mlecules t Each ther? Spring 009 Prf. René Beré Kinetic Mlecular Thery f Gases/Ideal Gases In an ideal gas : The distance between gas particles (atms
More informationSlough CCG. February 2016. Developing a Complex Care Case Management Service within Primary Care. Sangeeta Saran Head of Operations, Slough CCG
Slugh CCG Develping a Cmplex Care Case Management Service within Primary Care Sangeeta Saran Head f Operatins, Slugh CCG Alan Thmpsn Senir Cnsultant, Jhns Hpkins Healthcare Ricky Chana Prject Manager Slugh
More informationReady to upgrade the Turbo on your Diesel?
Ready t upgrade the Turb n yur Diesel? Tday s diesel engines represent the state f the art in technlgy with high pwer density, excellent drivability, and gd fuel ecnmy. Frtunately fr the diesel enthusiast,
More informationSpread Bet Terms: Deposit Accounts
Spread Bet Terms: Depsit Accunts 1. Structure 1.1 When we engage in Spread Betting with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur Spread Terms. 1.2 The Spread Terms deal with matters
More informationUW Tacoma Cashier s Office Orientation. Tuition and Fee Payments Authorization Release Other Important Information
UW Tacma Cashier s Office Orientatin Tuitin and Fee Payments Authrizatin Release Other Imprtant Infrmatin Presented by Finance and Administratin CAR 400 Carltn Center 1551 Bradway This is where yu will
More informationUnemployment, Gold, Money and Forecasts of Inflation
Carnegie Melln University Research Shwcase @ CMU Tepper Schl f Business 3-1996 Unemplyment, Gld, Mney and Frecasts f Inflatin Allan H. Meltzer Carnegie Melln University, am05@andrew.cmu.edu Fllw this and
More informationOffice Use Only Account # Approved By:
Office Use Only Accunt # Apprved By: Dealer Applicatin Please cmplete and submit this applicatin alng with a cpy f yur (EIN) Federal Tax Id Number certificate befre placing yur 1 st rder. We will review
More informationMaintain a balanced budget primarily the General & Park Funds
EXHIBIT B City f Chic Budget Cntingency Plan P The purpse f the Budget Cntingency Plan is t establish a guideline and general apprach t respnd t adverse financial and ecnmic cnditins that culd negatively
More informationHeythrop College Disciplinary Procedure for Support Staff
Heythrp Cllege Disciplinary Prcedure fr Supprt Staff Intrductin 1. This prcedural dcument des nt apply t thse academic-related staff wh are mentined in the Cllege s Ordinance, namely the Librarian and
More informationPronestor Room & Catering
Prnestr Rm Prnestr Rm & Catering Mdule 1 Technical requirements & installatin - Prnestr Rm & Catering Page 1.0 1.5 A guide t all the necessary server preparatins fr the installatin f Prnestr Rm & Catering.
More informationMath 113 HW #5 Solutions
Mat 3 HW #5 Solutions. Exercise.5.6. Suppose f is continuous on [, 5] and te only solutions of te equation f(x) = 6 are x = and x =. If f() = 8, explain wy f(3) > 6. Answer: Suppose we ad tat f(3) 6. Ten
More informationUnderstanding Federal Direct Consolidation Loans. 2012 Spring MASFAA Conference
Understanding Federal Direct Cnslidatin Lans 2012 Spring MASFAA Cnference UNDERSTANDING FEDERAL DIRECT & SPECIAL CONSOLIDATION LOANS Amy M. Mser, Reginal Directr Nelnet Educatin Lan Services 2 Nelnet Educatin
More informationISLE OF WIGHT COUNTY SCHOOLS
Intrductin and Purpse FIXED ASSET INVENTORY MAINTENANCE AND REPORTING The Finance Department shall maintain a prperty cntrl prgram that is structured t: Prvide fficials with infrmatin required t cntrl
More informationAffiliate Service Agreement
Affiliate Service Agreement A. Harringtn Limusine Service (HLS) is searching fr an Affiliate Partner in yur area t better serve HLS s clients. Please cmplete this fillable PDF frm in its entirety. In rder
More informationTimes Table Activities: Multiplication
Tny Attwd, 2012 Times Table Activities: Multiplicatin Times tables can be taught t many children simply as a cncept that is there with n explanatin as t hw r why it is there. And mst children will find
More informationStudent Academic Learning Services Page 1 of 7. Statistics: The Null and Alternate Hypotheses. A Student Academic Learning Services Guide
Student Academic Learning Services Page 1 f 7 Statistics: The Null and Alternate Hyptheses A Student Academic Learning Services Guide www.durhamcllege.ca/sals Student Services Building (SSB), Rm 204 This
More informationFund Accounting Class II
Fund Accunting Class II BS&A Fund Accunting Class II Cntents Gvernmental Financial Reprting Mdel - Minimum GAAP Reprting Requirements... 1 MD&A (Management's Discussin and Analysis)... 1 Basic Financial
More informationSpread Bet Terms: Deposit Accounts
Spread Bet Terms: Depsit Accunts 1. Structure 1.1 When we engage in Spread Betting with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur Spread Terms. 1.2 The Spread Terms deal with matters
More informationPIROUETT! June 2015 GENERALITIES
GENERALITIES 1.5.4. Penalty by the Difficulty (D) Judge: 0.50 pint if music with vice and wrds is used but the cach des nt specify n D frm which exercise uses music with vice and wrds Official Frm: Use
More informationIntroduction to Mindjet MindManager Server
Intrductin t Mindjet MindManager Server Mindjet Crpratin Tll Free: 877-Mindjet 1160 Battery Street East San Francisc CA 94111 USA Phne: 415-229-4200 Fax: 415-229-4201 mindjet.cm 2013 Mindjet. All Rights
More informationCreating Vehicle Requests
Overview Vehicle requisitins, including additins, replacements, dnatins and leases, are submitted, reviewed, and apprved using the State f Gergia Frms in VITAL Insights. The prcess has three levels f review
More informationRayleigh Flow - Thermodynamics
Sl f Aerae Engineering Rayleig Flw - erdynai Steady, -d, ntant area, iniid flw wit n external wrk but wit reerible eat tranfer (eating r ling) ρ Cnered uantitie (a, entu e.) ine Ant: a fluxρntant G ine
More informationSpread Bet Terms: Deposit Accounts
Spread Bet Terms: Depsit Accunts 1. Structure 1.1 When we engage in Spread Betting with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur Spread Terms. 1.2 The Spread Terms deal with matters
More informationTime is Money Profiting from Reduced Cycle Time
Time is Mney Prfiting frm Reduced Cycle Time Yur retail custmers are demanding smaller, mre frequent shipments, which increases yur cst-t-serve them. While this makes their inventry mre predictable and
More informationSTIOffice Integration Installation, FAQ and Troubleshooting
STIOffice Integratin Installatin, FAQ and Trubleshting Installatin Steps G t the wrkstatin/server n which yu have the STIDistrict Net applicatin installed. On the STI Supprt page at http://supprt.sti-k12.cm/,
More informationCloud Services Frequently Asked Questions FAQ
Clud Services Frequently Asked Questins FAQ Revisin 1.0 6/05/2015 List f Questins Intrductin What is the Caradigm Intelligence Platfrm (CIP) clud? What experience des Caradigm have hsting prducts like
More informationCSS Vocabulary and Grammar Basics
CSS Vcabulary and Grammar Basics CSS Stands fr Cascading Style Sheet CSS is a language system that allws yu t define the presentatin f elements in HTML The Presentatin f HTML elements has tw aspects t
More information2. Before we answer the question, here are four important terms relating to redox reactions and galvanic cells.
CHAPTER SEVENTEEN ELECTROCHEMISTRY Fr Review 1. Electrchemistry is the study f the interchange f chemical and electrical energy. A redx (xidatin-reductin) reactin is a reactin in which ne r mre electrns
More informationCFD and Spot Forex Terms: Deposit Accounts
CFD and Spt Frex Terms: Depsit Accunts 1. Structure 1.1 When we engage in CFD r Spt Frex trading with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur CFD and Spt Frex Terms. 1.2 The
More informationPatient Participation Report
Patient Participatin Reprt In 2011, Westngrve Partnership decided t establish a PPG (Patient Participatin Grup) that wuld allw us t engage with ur patients, receive feedback frm them and ensure that they
More informationGuidance for Financial Analysts to model the impact of aircraft noise on Flughafen Zürich AG s financial statements
Guidance fr Financial Analysts t mdel the impact f aircraft nise n Flughafen Zürich AG s financial statements Zurich Airprt, March 17, 2015 Intrductin The bjective f this dcument is t explain the impact
More informationA True TIER 4 Data Centre Building
A True TIER 4 Data Centre Building TECHNICAL OVERVIEW PT FAASRI UTAMA SAKTI www.faasri- net.c.id Data Centre Lcatin : Jl. Padjadjaran - 17 Bgr 16143 West Java Indnesia Faari Data Centre, we named it SANGGAR
More informationPeratr Accreditatin and Services in Queensland
Infrmatin Bulletin PT 204/09.15 Operatr Accreditatin fr Limusine Services What is peratr accreditatin? The Transprt Operatins (Passenger Transprt) Act 1994 requires peratrs f public passenger services
More informationFabric Inspection Using Four-Point System
Fabric Inspectin Using Fur-Pint System Hw t draw the samples? If there are 10 rlls and each ne is a different type f fabric r a different design, all the rlls have t be checked. Hwever, in mst cases there
More informationHow to deploy IVE Active-Active and Active-Passive clusters
Hw t deply IVE Active-Active and Active-Passive clusters Overview Juniper Netscreen SA and SM series appliances supprt Active/Passive r Active/Active cnfiguratins acrss a LAN r a WAN t prvide high availability,
More informationTRAINING PLAN FOR STEM OPT STUDENTS
Adapted by UW Madisn (and inspired by the University f Michigan) frm the fllwing surce: https://www.ice.gv/sites/default/files/dcuments/dcument/2016/i983instructins.pdf Cmpleting the Frm I 983 TRAINING
More informationCost Allocation Methodologies
Cst Allcatin Methdlgies Helping States Determine Equitable Distributin f Sftware Develpment Csts t Benefiting Prgrams Over the System Develpment Lifecycle CAM-TOOL User Guide May 2004 Updated December
More informationRoss Recovery Empirical Project
Jens Carsten Jackwert Marco Menner University of Konstanz jens.jackwert@ni-konstanz.e ttp://www.wiwi.ni-konstanz.e/jackwert/ 2 Motivation State prices q pricing kernel m pysical probabilities f Normally
More informationCFD and Spot Forex Terms: Deposit Accounts
CFD and Spt Frex Terms: Depsit Accunts 1. Structure 1.1 When we engage in CFD r Spt Frex trading with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur CFD and Spt Frex Terms. 1.2 The
More informationVolume Title: Inflation, Tax Rules, and Capital Formation. Volume Publisher: University of Chicago Press
This PDF is a seletin frm an ut-f-print vlume frm the Natinal Bureau f Enmi Researh Vlume Title: Inflatin, Tax Rules, and Capital Frmatin Vlume Authr/Editr: Martin Feldstein Vlume Publisher: University
More informationDIGITAL MARKETING STRATEGY CHECKLIST
DIGITAL MARKETING STRATEGY CHECKLIST [CAMPAIGN NAME HERE] 1. SET CAMPAIGN GOALS What is yur mtivatin fr running this campaign? (e.g. sell 20,000 wrth f gift vuchers in x number f mnths) Are yur gals SMART?
More informationStudent Web Time Entry Guide
Student Web Time Entry Guide Updated July 6, 2015 TABLE OF CONTENTS TABLE OF CONTENTS... 1 GETTING STARTED... 2 HOW TO ACCESS BANNER ONLINE... 2 HOW TO ENTER CURRENT TIMESHEETS... 2 HOW TO ENTER PREVIOUS
More informationOptions. Pricing. Binomial models. Black-Scholes model. Greeks
Options. Priing. Binomial moels. Blak-Sholes moel. Greeks 1. Binomial moel,. Blak-Sholes moel, assmptions, moifiations (iviens, rreny options, options on ftres 3. Implie volatility 4. Sensitivity measres
More information