Managing Risk with Composite Information Systems

Size: px
Start display at page:

Download "Managing Risk with Composite Information Systems"

Transcription

1 Managing Risk with Composit Information Systms Ying-Sung Tay May 1990 WP # CIS-90-10

2 MANAGING RISK WITH COMPOSITE INFORMATION SYSTEMS Ying-Sung Tay May 31, 1990 Rsarch Assistantship Rport ABSTRACT With hug xposurs, potntial corporat-wid damags, and high volatility lik thos in contmporary financial markts, risk managmnt is incrasingly bcoming a major concrn among financial and non-financial firms today. This papr prsnts th cas for th us of composit information systms in managing xposur to risks, spcially in th contxt of financial institutions. Corporations and financial institutions fac a wid varity of risks in thir daily oprations. Th objctiv of risk managmnt is to maintain th firm's xposur to ths risks within accptabl bounds. In this papr, w assum that what constituts "accptability" has bn st by managmnt; w concntrat on what how a firm can manag its xposur by bttr undrstanding information gland by disparat data sourcs. W bgin with an ovrviw of contmporary risk managmnt: what ar th diffrnt kinds of risk and what ar th sourcs of ach kind, how companis organiz thmslvs for risk managmnt, what ar th bnfits of an information systm for risk managmnt, and rquirmnts for such a systm, and th kinds of risk managmnt systms dployd today. I will also brifly dscrib th kinds of multiplsourc information systms currntly in us for risk managmnt, and th trnds in th vndors of ths systms in mrging among thmslvs. Th balanc of this papr xamins th cas of Salomon Brothrs-how it organizs itslf for risk managmnt, th risk managmnt systms in plac, and how Salomon Brothrs might us nw tchniqus in composit information systms to bttr organiz itslf for risk managmnt. KEYWORDS AND PHRASES: risk managmnt, xposur, htrognous databass, intgration, information systms, Salomon Brothrs. ACKNOWLEDGEMENTS: I would lik to thank Profssors Stuart Madnick and Richard Wang for thir support in this work. Many popl at Salomon Brothrs hav contributd to this papr. I thank thm all. Support for this projct was providd in part by th MIT Intrnational Financial Srvics Rsarch Cntr.

3 TABLE OF CONTENTS 1. AN OVERVIEW OF RISK MANAGEMENT.c...I 1.1 Th Contxt of Risk Managmnt Th Many Typs of Risks Organizing for Risk Managmnt Bnfits of Risk Managmnt Systms Tchnological Rquirmnts for a Risk Managmnt Systm Risk Managmnt Systms Today Multipl-sourc Information Systms Today Th Ag of Synrgistic Alliancs RISK MANAGEMENT AT SALOMON BROTHERS Structur of Salomon Brothrs' Organization for Risk Managmnt Risk Managmnt Functions and Policis at Salomon Brothrs Risk Monitoring Systms at Salomon Brothrs Th Existing Information Systms at Salomon Brothrs Th Information Systm Environmnt at Salomon Brothrs Th vviw from th Top Procss of Chang Standardization of Cor Data Objctivs Scop Potntial Problms Issus Addrssd Primary Ky to All Data Parnt and Subsidiary Information Opportunitis for CIS Rsarch in th Dsign of th Cor Data Architctur Crdit Risk Managmnt Crdit Rviw Systm Margin/Exposur Systm Trasury Systm Risk Managmnt at th Arbitrag Dsk Hdging of Risks Trading Oprations Accounting of Trads Don Risk Managmnt with Composit Information Systms REFERENCES...28

4 LIST OF FIGURES Figur 1: Th sourcs of risk... 4 Figur 2: An idal, cntralizd architctur for a risk managmnt systm...8 LIST OF TABLES Tabl 1: Th contxt of risk... 2 Tabl 2: List of Information supplirs and thir markt shars... 3

5 MANAGING RISK WITH COMPOSITE INFORMATION SYSTEMS In 1987, Mrrill Lynch rportd a $377 million loss in th mortgag-backd scuritis markt. This was primarily du to an ovrsight in risk managmnt. In 1988, First Boston stimatd a pr-tax loss of as much as $50 million in th sam markt. Again, this was du to poor risk managmnt. "In London's Big Bang, nwly mrgd institutions hav found thmslvs th proud possssors of millions of pounds' worth of high tchnology systms which ar uniformly incompatibl. Whn th branch is in a diffrnt tim zon from th on th had offic is in, has a dissimilar risk-managmnt policy, and has fostrd a spirit of local autonomy, communications can dtriorat to th point whr ignoranc rsults in vulnrabl xposurs." 1 In January 1990, intrst rat incrass in Wst Grmany and Japan snt shock wavs through th U.S. stock and bond markts. Bcaus th U.S. Trasury Dpartmnt must borrow to fund its hug dficit, th U.S. has bcom a dbtor nation dpndnt on forign capital. Japans institutions purchas on-third of th U.S. Trasury bond issus, and thr hav bn fars that U.S. intrst rats will hav to incras to attract Japans invstors. With hug xposurs. potntial corporat-wid damags, and high volatility lik th situations dscribd abov, risk managmnt is incrasingly bcoming a major concrn among financial and non-financial firms today. This papr prsnts th cas for th us of composit information systms in managing xposur to risks, spcially in th contxt of financial institutions. Corporations and financial institutions fac a wid varity of risks in thir daily oprations. Th objctiv of risk managmnt is to maintain th firm's xposur to ths risks within accptabl bounds. In this papr, w assum that what constituts "accptability" has bn st by managmnt; w concntrat on what how a firm can manag its xposur by bttr undrstanding information gland by disparat data sourcs. W bgin with an ovrviw of contmporary risk managmnt: what ar th diffrnt kinds of risk and what ar th sourcs of ach kind, how companis organiz thmslvs for risk managmnt, what ar th bnfits of an information systm for risk managmnt, and rquirmnts for such a systm, and th kinds of risk managmnt systms dployd today. I will also brifly dscrib th kinds of multiplsourc information systms currntly in us for risk managmnt, and th trnds in th vndors of ths systms in mrging among thmslvs. Th balanc of this papr xamins th cas of Salomon Brothrs-how it organizs itslf for risk managmnt, th risk managmnt systms in plac, and how Salomon Brothrs might us nw tchniqus in composit information systms to bttr organiz itslf for risk managmnt. 1. AN OVERVIEW OF RISK MANAGEMENT W bgin by xamining th various aspcts of risks facd by today's financial institutions. W thn discuss how companis organiz thmslvs for risk managmnt, how th organization utiliz information systms for risk managmnt, and th major problms facd in risk managmnt. 1 "Kp Risk at Bay in th Global Banking Era," Euromony, January 1987, pg. 70.

6 1.1 Th Contxt of Risk Managmnt Th typical firm facs many challngs in its managmnt of risks. Ths changs com from many contxts: Sourc comptitiv contxt macro conomy govrnmnt rol financial markts tchnology Charactristics and Exampls globalization, rgionalization, comptitiv parity chaos, turbulnc, imbalancs fiscal policy, industrial policy, protctionism, rollback of scop du to fiscal limitations globalization, volatility, innovation, continud crdit and country risks incrasd pac, opn larning loop, tchnoparity Tabl 1: Th contxt of risk. Th abov charactristics and xampls rprsnt th prils of today's nvironmnt. Yt, this sam nvironmnt offrs much potntial for profits. For instanc, on of th most profitabl aras for bank xpansion is global Capital markt trading. Chas Manhattan had trading rvnus of $233 million in 1987; Citicorp-th numbr on among trading banks-postd $453 million in th sam yar; Bankrs Trust rportd whopping gains of $338 million in th last quartr of 1987 alon. All thr ar havy global tradrs. Th prolifration of information sourcs, howvr, coms with global activity. For xampl, th Association of Intrnational Bond Dalrs (AIBD) has a sttlmnt systm calld ACE (for AIBD, Cdl, and Euroclar) offring nxt-day confirmation, as wll as TRAX, a trad matching and confirm systm that may also carry ral-tim pric information. Th Intrnational Stock Exchang of London is in th middl of svral nw systms dvlopmnts dsignd to radicat confirmation and sttlmnt problms. SEQUAL is its on-lin trad confirmation systm for intrnational quitis. Th London xchang also has a Transfr and Automatd Rgistration of Uncrtificatd Stock (TAURUS) to tak paprwork out of sttlmnt by nabling mmbr firms to hold and transfr scuritis without th nd for shar crtificats. At th Chicago Mrcantil Exchang, th Post Markt Trading (PMT) systm is bing xpandd from currncy and intrst rat futurs contracts to stock xchang and indx futurs. And finally, thr ar th digital fds from Rutrs through its Rich and Triarch products, as wll as Micrognosis, Quotron, Datalogic, Bishopsgat, and othr commrcial information sourcs, all contributing to th prolifration of information sourcs. Th currnt situation is also filld with sundry unintgratd in-hous risk managmnt systms and global ntworking facilitis providd by vndors lik Gnral Elctric Information Srvics and IP Sharp. But ths hav again bn unintgratd, stand-alon srvics which oprat in batch and oftn rquir sparat kying by back-offic staff aftr th trad is closd by front-offic tradrs. Som banks hav ovr fiv trading systms in opration simultanously, crating ovr 10,000 positions pr day. Howvr, most of ths systms ar not intgratd. Any bank with a rang of srvics would nd to link to ths systms. At th sam tim, it must also b abl to know its risk position for diffrnt financial instrumnts at any tim. Not only is this knowldg usful for its risk managmnt, it is rquird by many rgulatory agncis such as th Bank of England (BoE), th Scuritis Association (TSA), th Fdral Rsrv Bank (Fd), th stock xchang, or intrnational bodis lik th AIBD. Financial institutions hav no choic but to comply if thy want to rmain activ. Not only do

7 thy hav no choic in complianc, thy hav to submit complianc rports frquntly and rgularly. For instanc, th TSA dmands fortnightly position risk rports-countr-party risk rquirmnts (CRR), position risk rquirmnts (PRR), tc. Furthr, thr ar in-hous rporting which audit th trading activitis for control purposs. 1of Information Trminals Sits Avrag Pntration Prcntag Ranking by supplir fi Ipr sit daling of positions positions J LoJ J jrooms (%) Rutrs 5, Tlrat 4, Topic 3, Datastram 1, Knight Riddr Bl b Futrnd Quick Quotron Brig/Pit ADP Comtrnd I I I Extl Tabl 2: List of Information supplirs and thir markt shars 2. Th information rquirmnts for risk managmnt has also changd ovr tim. Traditionally, ntwork oprators lik IP Sharp and GEISCO hav sold spcializd, standalon global-limits systms for th stting and manipulation of xposurs to countrpartis. Th significanc of ths has wand quickly. For on thing, thy only provid information on countrparty xposur. Now that crdit risk has bn monitord, most banks turn thir attntion to managing markt risk-th risks du to intrst rat, currncy, and liquidity fluctuations, whos volatilitis hav incrasd significantly ovr th yars. Thrfor, th sourcs of risk-managmnt systms hav shiftd from crdit managrs to tradrs. Evn thn, companis lik Salomon Brothrs hav accommodatd such shifts by coordinating trading activitis cntrally with a dgr of autonomy in ach gographic ara. Th rational usually givn for such a structur, as opposd to a cntralizd systm, is that it is hard to crat a formalizd systm of limits and positions bcaus th conditions govrning what thy should b can vary vry fast-it is mor a qustion of kping up a continuous dialogu btwn th risk managr and th tradr. 1.2 Th Many Typs of Risks A typical firm facs risks originating from th individual countrpartis thy dal with (.g. supplirs and customrs), th largr conomic nvironmnt (or th markt) in which thy oprat,, th political and rgulatory nvironmnt, th still largr intrnational nvironmnt, and vn intrnally from th firm itslf (plas s Figur 1).3 2 Sourc: "How to Tam th High-Tch Monstr," EUROtc, August 1988, pg Adaptd from "Managing a risky businss," Banking Tchnology, Novmbr 1989, pp Th articl did not mak th distinction of th intrnational nvironmnt.

8 Countrpartis ar th sourcs of th following kinds of risks: sttlmnt or claranc: customrs may dlay sttling accounts rcivabls (or vn not sttl such rcivabls if thy go bankrupt) and supplirs may shortn th grac priod for sttling accounts payabl. Intrnal Countrpartis Economic Environmnt (Markt) Intrnational Environmnt Political & Rgulatory Environmnt Figur 1: Th sourcs of risk. crdit: th crdit ratings of customrs and companis vary according to thir financial prformanc ovr tim. Th changing crdit worthinss would affct th crdit lins xtndd to th customr, thir quity ratings and thir corporat dbts' ratings. - mrgrs, and acquisitions: som companis may hav thir crdit ratings rducd du to poor acquisitions. For instanc, if on has stocks of Volkswagn of Grmany and is not awar of th latst Brazilian conomic policy and rstrictions on rpatriation of dividnds, on would miss th story on Autolation, a joint vntur Volkswagn has with Ford in Brazil and Argntina. Unfortunatly, for somon to watch for vnts in Brazil vn part-tim is too much a wast of rsourcs bcaus th rcours to information on Brazil is so infrqunt. Howvr, whn on dos nd th rcours, it is usually of utmost importanc bcaus Autolation, for xampl, is a big subsidiary of Volkswagn and can mak a big diffrnc to Volkswagn's global rsults. Th largr conomic nvironmnt has th following kinds of risks: intrst rats: changs in intrst rats drastically affct th ability of borrowrs to rpay and lndrs to rcuprat thir loans. yilds: yilds ar a rough masur of th rturn on financial instrumnts lik bonds. * basis: a basis point is a hundrdth of a prcntag point of som indx (.g. th Dow Jons Industrial Avrag). Changs in basis points affct a rang of corporat activity such as shar issus, takovrs and mrgrs, and stock valuation.

9 liquidity: this is th convninc with which a company can sll its assts. Changs in liquidity would rquir changs in th composition of assts that th company should optimally hold. Th political and rgulatory nvironmnt is anothr important sourc of risks: * political changs: ths can affct th gnral conomic philosophy of th govrnmnt, through fiscal and montary policis, for instanc. Ths govrnmnt activitis in turn affct th firm's xposur to othr kinds of risks (.g. intrst rats). * rgulatory changs: ths can in turn affct th xposur of th firm to othr kinds of risks lik intrst rat risks and cost of financial intrmdiation. For xampl, th rcnt rgulation for all Saving and Loans association to liquidat thir junk bond holdings has dramatically incras th volatility and rduc profitability of th high yild bond markt participants. capital rquirmnts: financial intrmdiaris ar rquird by law to conform to crtain capital rquirmnts as collatral for lnding. Changs in ths rquirmnts will affct th costs of financial intrmdiation. As most financial institutions oprat in an intrnational nvironmnt, additional risks ar involvd: * xchang rats: changs in xchang rats can hav potntially larg impacts on th profitability of ovrsas oprations. For instanc, thr is a strong ngativ corrlation for U.S. invstors in Dutch quitis. Th big Dutch companis sll thir products pricd in dollars. Howvr, thir shars ar pricd in guildrs, and th companis ar so larg thy dominat th Dutch financial markt and conomy. If th dollar gos up, th guildr gos down. So although th shar pric may incras as th companis sll mor for dollars, thir vry succss drivs down th guildr. Th U.S. invstor loss his quity gain in th nw xchang rat. country: diffrnt countris hav diffrnt risk profils, and financial institutions should b awar of thm. Th rcnt Latin Amrican dbt crisis is an xampl. Finally, vn th intrnal oprations of th firm ar sourcs of risks: systms failur: ths can quit asily crippl th opration of th informationintnsiv financial institutions. fraud: insidr trading at scurity houss is an xampl. human rror in ntring dtails of th transactions that lads to incorrct assssmnt of risk positions. information intgrity is difficult to maintain whn ar duplication of th sam instanc of th data all ovr th organization. All th abov typs of risks intract with on anothr. For instanc, crdit risk of corporat (spcially junk) bonds incras whn markt risk (.g. Trasury rats) incras. Highr intrst rats may also affct various macro variabls, such as xchang rats.

10 1.3 Organizing for Risk Managmnt Givn th backdrop and many typs of risks, how do financial institutions organiz thmslvs to cop with risk? Thr ar thr aspcts to this organization, and w will discuss thm in turn. Th thr aspcts ar: th structur of th organization, th function and policis in th organization, and th risk monitoring systms in th organization. Th difficulty in sking to control intra-day xposurs is that for th information to b worthwhil, it has to b gnuinly up-to-th-minut. But gtting transaction information from th focal points of today's far-flung banking mpirs rmains a stiff task and byond th capabilitis of most banks. Th troubl is, vn as th driv toward cntrally controlld xposur and liquidity managmnt gathrs pac, thr is a similar momntum th othr way: th dcntralization of most dcision-making, du to incrasd complxity and pac of financial markts. Trading dsks hav rplacd xcutiv suits as th dcisiv nods in th major banks' policy-making structurs, and as th sourcs of th transaction data any risk-managmnt systm would nd to trawl togthr. As on Salomon Brothrs' forign xchang dirctor puts it: "Non of us vn has an offic any mor. W work on th floor all th tim-managing th positions, pricing, vrything. It's calld in-th-aisls managmnt." Most companis hav a structur of risk committs and ky individuals, which allocats clarly dfind rsponsibilitis for managing th companis' xposur to ths risks across all gographical locations and businss aras. A ky stp in structuring a risk managmnt organization is to stablish a ddicatd risk managmnt function. Within this function thr should b dsignatd individuals whos rsponsibilitis xtnd to all xisting and nw typs of risk. Th risk function should hav global rach and may coordinat an array of risk committs involving spcialists in aras such as crdit, intrst rats, forign xchang, quitis, bonds, and drivativ products (lik options and swaps). Th prcis natur of this function must b consistnt with th ovrall businss philosophy - for xampl, if thr is gnrally a dcntralizd managmnt approach thn th risk function could also b dcntralizd. Howvr, in all cass, thr should b a "cntr of xcllnc" which rtains ultimat rsponsibility for global risk managmnt and which is to som xtnd indpndnt from th trading aras. Policis and limits quantify thos lvls of oprations which may accptably b carrid out by th companis' xcutivs. This rquirs a hirarchy of limits to rflct th stratgic, tactical, and oprational lvls of managmnt. A balanc nds to b struck btwn nsuring that th businss oprats in a controlld mannr, whil allowing th firm's officrs th flxibility to mt rturn-on-capital goals. Financial institutions ar incrasingly using a mor formal approach to stablishing limits. This approach rflcts both th prcivd liklihood of loss from individual dals or groups of dals, and th capital which th institution is prpard to put at risk. Th liklihood of loss from trading positions dpnds upon th following factors: th volatility of ky rfrnc rats (.g. intrst and forign xchang rats), rsponsivnss of th dalrs and of th positions to chang in th rfrnc rats, and th liquidity or th ability to clos th position quickly in th vnt of an advrs movmnt in rats or prics. Ths factors can b stimatd, in th first instanc, from a statistical analysis of historical rats and dalrs' prformanc. Howvr, it is ssntial that such historical prspctivs ar rgularly rviwd in th light of constantly changing markt conditions. For this rason som financial institutions rly on th dalrs to dtrmin appropriat trading

11 lvls. Th tradrs ar usually in th bst position to apprciat th markt conditions at th tim of ach dal. Th trasury and capital markts units of intrnational banks ar incrasingly trading portfolios of a mix of on-balanc sht (.g. bonds) and off-balanc sht (.g. swaps and options) financial instrumnts. Thy must thrfor b abl to assss th risk xposur of th nt portfolio. For xampl, a fixd for floating intrst rat swap could transform a fixd rat long trm bond to a floating rat long trm bond whn viwd as a composit financial instrumnt. Bing a floating rat bond, it is lss suscptibl to intrst rat fluctuations. If ths two instrumnts ar viwd as indpndnt transactions, thy ar portraying a diffrnt risk profil. Many banks ar frustratd from achiving this goal by a prolifration of computr hardwar and softwar systms, which individually procss only a small numbr of producttyps. A numbr of swaps trading units hav dvlopd a gnric approach which nabls virtually any financial instrumnt to b mathmatically modlld as a sris of common vnts, ssntially cash flows. Th ffct of movmnts in volatility and intrst rats, th slop of th yild curv, or th sprads btwn diffrnt instrumnts can b b computd by calculating th prsnt valus of th cash flows using appropriat zro coupon yild curvs. Som banks now us th masur lablld "Pric Valu of a on Basis Point shift" (PVBP) to monitor th snsitivity of th portfolio to such movmnts. Gnric approachs could b xtndd across many aras of a financial institution to provid a global mthodology for masuring, and ultimatly controlling, its worldwid xposurs to ths typs of risks. Onc ths risk-rlatd issus hav bn addrssd, th financial institution thn facs th problm of dvloping appropriat risk monitoring systms. Such systms, prdominantly computrizd systms which nabl th rsponsibl individuals at appropriat lvls of th institution's risk organization to monitor th actual businss against ths policis and limits at all tims. Th risk monitoring systms ar th bdrock of th risk managmnt framwork. Thy must b dvlopd in th contxt of th companis' intrnational risk profil and th structur of thir risk policis and limits. Individual companis will diffr in thir businss philosophis, and thrfor th way in which thy allocat rsponsibilitis for managing risk. Thr is consquntly a wid divrsity in th natur of ths monitoring systms. Th first hurdl to ovrcom is oftn th failur to dvlop a global information tchnology stratgy. This rsults in a lack of consistncy of computr hardwar and softwar both within and btwn gographical locations. It is thrfor impossibl to intgrat consistnt, accurat, and rlvant risk information on a timly (prfrably ral-tim) basis. This problm can b xacrbatd by a failur to includ risk managmnt information rquirmnts in th spcification of th undrlying transaction-procssing systms and th lack of control ovr th intrfacs with xtrnal information sourcs. In a dcntralizd nvironmnt this stratgy problm can b ovrcom, at last in part, by dfining global corporat data standards for risk managmnt information. Th rsulting information can thn, if ncssary, b consolidatd cntrally for th purposs of rporting to th had of th risk managmnt function. Softwar tool kits, such as th Risk Data Consolidation Systm (RDCS) dvlopd by Cumulus Systms Limitd of th UK for a DEC Vax nvironmnt, can b usd to draw such information from a varity of computr hardwar and softwar systms. In a cntralizd nvironmnt thr is an incrasd rquirmnt for larg cntral databass of transaction-lvl information. Howvr, th ambitions of som financial institutions to build such systms in-hous, to covr all concivabl global banking products and srvics, hav oftn bn frustratd by thir high cost and complxity. Thr is now a trnd to

12 rstrict such dvlopmnts to mor-limitd businss ars, within a global framwork of data and systms standards. Th scond challng facd by many financial institutions is to manag th transition from a varity of systms, which hav volvd ovr a long priod of tim, to an intgratd systms architctur for risk monitoring purposs. In th trading aras of many financial institutions ths systms ar ntirly sparat, dspit th fact that th transactionprocssing and risk monitoring functionality of both ar oftn vry similar. In th absnc of an intgratd systm, with on-tim input for ach dal, thr may b wastful duplication of ffort and a lack of consistncy of risk-rlatd information btwn th two systms. Th idal and most fficint architctur for ths systms is on which uss a common databas of transaction-lvl data to driv all front offic, back offic, and risk monitoring nds (plas s Figur 2). This architctur hlps to bind togthr th various dpartmnts and data sourcs involvd in risk managmnt. It also gnrats a "middl offic" which has primary rsponsibility for nsuring th quality of th transaction-lvl databas and of th risk information usd in all aras of th financial institution. Howvr, most financial institutions today cannot raliz an idal architctur such as that in Figur 2. Just th numbr of rsarch and nws sourcs alrady ovrwhlms th managmnt of risk. Considr th following kinds of information that risk managmnt systms hav to considr: quotations. Th quotation businss is now 2 arlir shows th major playrs. mor than a fw billion dollars in siz. Tabl Trading dsks ig Sttlmnt and claring. dpartmnts ns lisk Excutiv, Top managmnt Crdit admiinstration dpartmnt markt Figur 2: An idal, cntralizd architctur for a risk managmnt systm.

13 data collction. Thr ar fiv major catgoris in this sctor: - corporat financial information about companis' balanc shts and incom statmnts, SEC rports, industry information, and historical financial prformanc. Som of th vndors in this ar includ Disclosur, Florida-basd Q Data, Standard & Poor's Compustat srvic, Dow Jons's nws srvic, and importantly, intrnal programs oprating at most major institutions. - nvironmntal information which includs conomtric information providd by firms such as Data Rsourcs, Chas Economtrics, Townsnd-Grnspan and scors of othrs that ar now availabl to ssntially anyon through on-lin databas systms. On important thing to rmmbr, howvr, is that no carrir or computr will tll you which srvic is accurat. - comptitiv information provids information about activitis of diffrnt brokrag firms and banks in th financial markts and includs rankings of thir comptitiv prformanc and listings of various catgoris of ladrship, such as prformanc of thir offrings in th aftr-markt. Supplirs of ths srvics includ Invstmnt Dalrs' Digst, Scuritis Data (a subsidiary of Capital Citis Communications), Standard & Poor's MarktScop srvic, two srvics providd on Tlrat and many othr. Again, most major brokrag houss also do thir own intrnal analysis. - scuritis information answrs qustions such as who owns what, who's buying what, institutional intrst in particular scuritis and what scuritis companis hav offrd for sal. Two of th lading vndors ar Computr Dirctions (Baltimor) and H.F. Parson (N.Y.). - financial nws is availabl both slctivly and through broad tap mchanisms. Th obvious supplirs ar th Dow Jons broad tap, Dow Jons Nws Rtrival, Rutrs, and most quotation srvics. * opinion vnding. If you want information from th invstmnt nwslttrs, conomic advisors, or rsarch analysts or just about anyon ls who is influntial, you just hav to prss a fw buttons. Through nws ntworks such as NwsNt, ADP's ntwork srvics or svral othr ons, you can find out what Valu Lin thinks of a particular company or what a rsarch analyst has said in th Wall Strt Transcript or what Fd Watch thinks th mony supply figurs will b, or arnings stimats from Lynch, Jons & Ryan. analysis. Suppos you hav a particular problm bsids an invstmnt dcision and you want th data analyzd and an answr providd. By combining srvics offrd by firms such as Data Rsourcs, Chas Economtrics, and ADP, with softwar by outfits such as Lotus, VisiCorp, Contxt MBA, and MultiSoft, you can start with a hypothtical mthodology and bring it to its logical nd by accssing data that th databas sarchs for with only th most gnral spcifications. Th computr thn downloads this data into an intgratd spradsht program that hlps provid th answr. xcutiv srvics. Onc you hav all th answrs both for your firm and for your customrs, you want to mak somthing happn, that is, crat businss. If you happn to b a brokrag hous, you can now fd all this data to your customrs, and thy can call back your computr with an ordr. You can thn tak this ordr, or ordrs whr you ar a principal, and gt instant guarantd xcution through som xchangs and

14 through srvics such as Instint. Aftr xcution th trad can thn b clard through a similar typ of black box arrangmnt. Th abov rang of information sourcs ar usd in most financial institutions, and thr ar th sam sourcs that risk managmnt systms rly on. Anothr dimnsion that drivs th dcision of what sourcs to hav and us is control. Many smallr firms and som of th largr ons hav bn lss concrnd about control and hav allowd thir brokrs, analysts, loan officrs, tc. to mak thir own quipmnt and databas dcisions. In this cas, with th gnral xcption of quotations, th usr pays th bill instad of th corporation. This obviously savs mony for th corporation and importantly, allows an mploy to purchas th srvic that will bst bnfit productivity. Th companis that allow this approach and ar succssful hav st up advisory srvics to hlp usrs formulat plans and idas as wll as to monitor usr activity and thus minimiz th control risk. This has cratd a spirit of coopration which has improvd mploy rlationships whil maintaining th ntrprnurial spirit that drivs much of this industry. On firm that has don a fin job in this ara is Mrrill Lynch, but w now know that its controls wr not sufficint for risk managmnt. Th Mrrill Lynch approach has important advantags. It lts th individual "do his own thing" whil guiding him or hr in th right dirction. Thr is nothing wrong with brokrs buying prsonal computrs and accssing intrnal or xtrnal databass and th lik as long as somon can hlp thm dcid what products ar bst suitd for thir nds, hlp train thm, and us th buying powr of th organization to sav thm mony and tim. Th quid pro quo is that th brokrs will act in a profssional mannr and follow th guidlins mandat by th organization. Bfor th Mrrill Lynch loss in 1987, som vn say that with this approach, "th corporation ntrtains no mor control risk than it alrady accpts by giving its mploys tlphons." And of cours, this turns out to b fals. Softwar supplirs hav idntifid a gap in th markt, pnding compltion of dvlopmnt by som banks of thir own systms to handl th mor xotic financial instrumnts. Application packags such as EMS, dvlopd by Dvon Systms, and Cmark from Quotint, addrss th nma of managing risks across th rang of instrumnts which ar typically tradd by banks' swaps units, for xampl. A ky fatur of th nwr systms is th ability to masur th countrparty crdit risk associatd with off-balanc sht instrumnts. This involvs monitoring th loss which could b incurrd by th institution if th countr party dfaultd. In such instancs, th loss would b th cost of rplacing th dal in th markt at prvailing rats. Thr is consquntly a nd to constantly updat th crdit xposur as markt rats chang. Any bank which doubt th importanc of this facility should considr th unnviabl situation of institutions which hav swap contracts outstanding with local authoritis and building socitis, or option contracts outstanding with privat individuals. Th scop of risk managmnt systms can b xtndd to covr not only th monitoring of risk positions but also th rporting of daily profits and losss. Daily profit and loss rports, basd on rgular rvaluations of opn positions, hlp tradrs in vrifying thir positions. In addition, it also nabl snior managmnt to idntify trading problms at a rlativ arly stag. Institutions can also tak th additional stp of valuating prformanc in rlation to th actual lvl of risk xposur. This masur introducs th concpt of risk-adjustd profitability which involvs comparing profits and losss to th lvl of risk (and hnc risk

15 capital) incurrd. Th rquirmnt can b incorporatd within th spcification of th risk monitoring systm. Anothr trnd in risk managmnt systms is to go byond monitoring to modlling. A fw of such modlling systms xist now, but th information is usually not sufficint in quantity or timly nough. It is clar that most xcutivs do not xpct or bliv thr should b a standardizd systm. "An xtrnal intrst rat systm should b standard so that vryon has standard formats. It would mak intrst rats asir to track. But procssing has to b customizd. Intrnational mutual funds ar totally diffrnt from bank pnsion funds, for xampl." 4 Mor than most organizations, banks and scuritis houss hav to addrss an incrasingly wid rang of risks. Som financial institutions hav historically concntratd upon standard lnding or crdit risk. Thy hav thrfor faild to manag adquatly th mor complicatd markt and countrparty risks associatd with rcnt advancs such as swaps and options. 1.4 Bnfits of Risk Managmnt Systms Som of th bnfits of risk managmnt systms hav bn mntiond arlir. W now rcapitulat ths bnfits as wll as laborating on som additional ons. Th primary bnfit of a risk managmnt systm is to focus th rsourcs of th financial institution on its bst clints. Without a risk managmnt systm, tradrs and othr lndrs may b lnding byond thir crdit limit for th borrowr. Similarly and for th lack of sufficint information, tradrs may b ovrly consrvativ, lnding lss than thy could. With sufficint information, financial institutions can "doubl, tripl, or quadrupl volum" without adding trading staff. 5 This is point rflcts th classic tradoff btwn risk rduction (or hdging) and rsponsivnss. A company nds to b rsponsiv, but rsponsivnss mans dcntralization bcaus xprtis rquird for rsponsiv actions ar distributd throughout th company. Howvr, distributd rsponsivnss maks risk rduction difficult bcaus risk rduction rquirs cntralizd captur of information. From a snior managr's prspctiv, a risk managmnt systm allows him or hr to monitor th typ, siz, and rsults of th tradrs' bts. With such information, thy can ordr changs or qustion trading movs without intrrupting trading activity to xtract information. Anothr bnfit of risk managmnt systm is to cancl out rdundant dals. For instanc, a Nw York tradr may tak hdg positions that duplicats a Tokyo position. A risk managmnt systm provids information on such rdundant dals, saving th company th commissions and intrnal procssing of th unncssary dals. Howvr, it is gnrally rcognizd that th amounts of th commissions rlativ to thos of th dals ar insignificant. 6 Furthr, th marginal savings achivd may not b sufficint to warrant th additional co-ordination btwn th tradrs, which may not b fasibl in vry volatil markts. 4 Brnnan, Ptr J. "Portfolio Managrs Wathr Global Risk Managmnt Challng," Wall Strt Computr Rviw, Octobr 1989, pg Marion, Larry. "Crating a Global Outlook," Institutional Invstor, March 1987, pg Marion, Larry. ibid.

16 A final bnfit of risk managmnt systms com from its cntralizd natur. Tradrs and clrks ntring th transactions into systms quippd with built-in global-limit monitors could b mor fficint. Th numbr of back-offic mploys rquird to support trading activity may also b rducd. 1.5 Tchnological Rquirmnts for a Risk Managmnt Systm With th abov in mind, w can lay out th rquirmnts for an idal risk managmnt systm. b ral-tim. Frquncy of risk managmnt dpnds on th liquidity and volatility of th markt in qustion. For xampl, a daily position is mor than suffic for most of th markts whn thr ar no turbulnc, and hourly or vn up th minut positions may b ncssary whn thr ar turbulncs. Furthr, th priod of monitoring may also dpnd on th siz of th position that th financial institution has takn. Sinc "ral-tim" is difficult to dfin, on can start by dfining "ral-tim" to man rsponding within a prst bound. A ral-tim systm can provid th rsponsivnss inhrntly rquird for risk managmnt. It would b vn bttr if th priods for diffrnt markts could b asily modifid for catr for diffrnt nds. can dynamically allocat of capital and limits. Th dynamic stting of trading constraints hlp nforc limits on xposur. Th ability is to not to liminat it, but to assum and manag it in accordanc with th bank's short-trm and long-trm rsourcs. Howvr, th bnfits of dynamically allocating th limits may not justify th normous rsourc rquirmnt for a markt that th financial institution is not too activ in. support a broad spctrum of analytical nds. Facilitis for simulation, snsitivity analysis, xposur calculations, and tim sris analysis ar important in providing incntivs for usag of th systm. Just as important as th analytic is th tradr's undrstanding of th computations involvd. Many financial institutions ar rluctant to gt a black-box analytic program-th minimum must b an xplanation of th algorithms involvd in th computations. - hav a suitabl human-computr intrfacs. Complmnting th analytical tools must b usr-frindly intrfacs that liminat th hurdls for usrs in th actual us of th systm. can b ralistically implmntd, givn th xisting nvironmnt. For instanc, th trading rooms in many banks ar mor sophisticatd than thir back offics. Concpts lik th "middl offic" crats a buffr that can function as a databas quot srvr or ntwork managr, so that a bank can build th intrfacs to an improvd or nw backroom opration ovr tim whn it is rady to b intgratd into th total systm. is flxibl. Givn today's volatil financial nvironmnt, risk managmnt systms must b asily tailorabl. For xampl, nw sourcs of information must b asily intgratd into th systm. Salomon Brothrs of London addd an accounting databas as an information sourc for its risk managmnt systm only in 1987, whn th systm has bn running for many yars. In th sam yar, Salomon Brothrs also incrasd its paid-in capital for its Tokyo offic by $300 million. This allows th company to b a major forc in th Japans financial markt-it can trad yn bonds and yn quitis th

17 way it trads scuritis lswhr in th world. 7 With this incrasd financial commitmnt, th risk managmnt systm nds to accommodat yt anothr sourc of information. A risk managmnt systm should also b modular and robust, so that th failur of on sourc of information should not hampr th ntir systm. support cross-product and application data. For instanc, a tradr nds to prform split-scond comparisons of diffrnt trading opportunitis in ordr to slct th bst "buy" with th most limitd risk. On of th problms with supporting cross-product and application data is th difficulty of assimilating information from disparat sourcs. This problm is spcially intricat with intrnational sourcs of information. Govrnmnt policis, such as thos concrning th filing of corporat rports, ar highly inconsistnt across national bordrs and pos a daunting challng to databas providrs who aim at a uniform format for data fd. Furthr, such vndors ar alrady facing problms with data supplid by third partis. Concrning scurity prics, for instanc, th original supplir oftn dos not maintain historical data with adjustmnts for all th corporat actions, including dividnds, symbol, and CUSIP (Committ on Uniform Scuritis Idntification Procdurs) changs. Som sourcs lik Rutr's IDN data fd compnsat for such povrty in quality by providing historical information. Furthr, th ovr 200,000 instrumnts in IDB ar idntifid with uniqu Rutr Instrumnt Cod (RICs) so that on nd not worry about SEDOL (stock xchang daily official list) numbrs, CUSIP numbrs, tickr symbols, and othr scurity idntification schms. Othr vndors combin thir information sourcs for improvd consistncy. For instanc, Tlkurs (North Amrica) Inc. of Stamford, Conn. and Standard & Poor's/McGraw-Hill jointly publishd th "Intrnational Scuritis Idntification Dirctory." This dirctory stablishs a standard nin-charactr scurity idntification numbr calld CINS, an acronym for CUSIP Intrnational Numbring Systm. Similarly, Nw York-basd Knight-Riddr Financial Information also is going in for intgration, but of its own products by combining its MonyCntr and Tradcntr products. Dow Jons Nws/Rtrival plans to com up with a nw on-lin srvic nxt yar calld DowVision. It will b a composit pr-procssd fd of fiv Dow Jons wir srvics and two from othr vndors, initially snt ovr trrstrial lins. Today with ovrlapping financial markts, th lin that sparats on from th othr is a vry fin on. 1.6 Risk Managmnt Systms Today W will brifly dscrib a fw risk-managmnt systms in us today, and highlight thir strngths and shortcomings 8. Citicorp Invstmnt Bank put considrabl ffort into building its Global Tradr computr systm. This is a ral-tim ntwork using VAX 2000 workstations from Digital Equipmnt Corporation. Th workstations ar linkd throughout th trading room using DEC NET and to Citicorp's worldwid communications systms using Ethrnt. Th bank's various trading softwar systms-such as Trstl, Dog Fox, Gms, and Global Rports-ar linkd to th Global Tradr Systm. This systm also offrs on-lin connctions to th back offic. Th Global Tradr Systm has bn installd in London, Paris, Frankfurt, Tokyo, and Singapor. In ach of ths cass, softwar was not built on top of xisting accounting or back-offic systms. Instad, it is dsignd as a full-blown trading risk-managmnt application. 7 "Salomon Sitting Nxt to Japan's Nxt Four," Euromony, March 1987, pg Various issus of th Wall Strt Journal and Euromony.

18 Bankrs' Trust has an automatd dal-ntry and risk managmnt systm calld Rsourcs Managmnt Onlin Systm (REMOS), which it jointly markts with DEC. Finally, Chmical Bank's risk managmnt systm runs on IBM Systm 38 computrs. Lik REMOS, this systm was dsignd to support trading activitis, and not just to book and procss transactions. Mor importantly, Chmical Bank's systm has ral-tim positionkping capabilitis, allowing snior managmnt to gain an instant snapshot of th firm's risk xposur and profit and loss at all tims. At Wall Strt's lading scuritis firms (as opposd to th commrcial banks mntiond abov) such as Salomon Brothrs, such information is oftn only availabl at th nd of th day whn back-offic clrks hav kyd in th day's trading tickts into batchprocssing computr systms. Th problms bgin arly in th procss whn tradrs tnd not to input th transactions compltly, vn whn thr is a ral-tim systm to provid rror dtction at sourc. In fact, most trading transactions ar currntly compltd not on computrs but ovr th tlphon. Book-kping dtails that might offr company dirctors a sns of what is going on ar compltd much latr. At Salomon Brothrs, at th nd of ach day, trading positions ar transmittd via facsimil across th ocan to its ovrsas offics-in an ra whn tchnology xists to pass th book or blottr lctronically. Gnrally, th thinking gos that tradrs ar hird to trad and clrks ar thr to rcord th transactions. Sinc global risk managmnt systms rly havily on th intgration of information, w nxt dscrib commrcial implmntations of information systms that fd data from multipl sourcs. 1.7 Multipl-sourc Information Systms Today On multipl-sourc information systm is th Global Rport from Citicorp. Th mnudrivn srvic is xpanding, and rcnt additions includ incorporation of a Citicorp srvic calld CitiMarkts, which covrs th Asian financial world and includs graphics capabilitis. Global Rport also rcntly inauguratd a forign xchang rats srvic; work is undrway to intgrat ths srvics. Th systm has an indx which allows usrs to rtriv information basd on subjct. It also allows usrs to gt from a numbr of sourcs information on on company. Worldscop is an ongoing projct of th Cntr for Intrnational Financial Analysis and Rsarch (CIFAR) in Princton, N.J. and Wright Invstors' Srvic, Bridgport, Conn. It prsnts data from 24 countris and 27 industris in a uniform format which its human compilrs assrt will allow usrs to do "appls to appls" comparison for data from sourcs with diffrnt accounting practics, varying xchang rats, and numrical formats. Although a srvic such as Worldscop adjusts for disparat national accounting procdurs, at last in thory, not all potntial usrs want th data that way. Sombody who knw th Frnch markt xtrmly wll would prfr unadjustd information for that markt bcaus h or sh would know th accounting procdurs and would adjust accordingly. On th othr hand, for popl who ar just intrstd in a broad ovrviw, such as pnsion funds, it is asir to us somwhat standardizd information bcaus it savs tim. National Invstor Data Srvic's NIDSGLOBAL not only provids complt rporting to invstmnt managrs about thir multi-currncy invstmnt portfolios but also forms th basis for th books and rcords of th invstmnt funds, bcaus it can updat rgularly th tax data that managrs nd to us. Th multi-currncy vrsion of th systm runs on Data Gnral's MV machins and DEC's VAX sris of computrs. At th cor of th systm is its

19 ability to stor country-spcific tax data on a global basis and translat th implications of trads and transactions within on country in th currncy of anothr. Gains and losss basd on changs in th valu of a currncy also ar capturd and availabl both for currnt and futur rports. Morovr, th systm stors nough contmporary tax data for countris so as to calculat and rport th valus of various transactions basd on th tax laws and rquirmnts of various countris. Financial institutions us th systm to valu thir global portfolios both in th local currncy and in th U.S. currncy or using any currncy rqustd by thir clints as th bas currncy. Anothr issu is doubl-chcking of prics from diffrnt sourcs to nsur accuracy, but that mans finding sourcs that ar truly indpndnt. Most intrnational financial data winds up coming from a vry fw ultimat sourcs. Rutrs, for instanc, provids prics to Extl, which in turn provids that data to many additional partis. Tlkurs AG, a Swiss company with a fairly nw North Amrican subsidiary, Tlkurs Inc., turns out to b th only othr indpndnt sourc. Salomon Brothrs uss both Rutrs and Tlkurs data fds to balanc ach othr out. 75% of th tim thir data agrs on itms such as th amount and data of a dividnd paymnt. On th othr 25% thy wr not vn clos. Th sourcs of ths figurs ar oftn obscur printd itms in forign languags. Confirmation is virtually impossibl. Unfortunatly for Tlkurs, th nod most oftn gos to Rutrs in thos diffring cass. This is bcaus Salomon's larg institutional clints,who hav th rsourcs to indpndntly chck prics, traditionally look to Rutrs as th ultimat sourc. Of lat, howvr, th rlationships btwn data vndors ar shifting a grat dal, making it ncssary for Salomon Brothrs to bring in vry possibl data sourc to nsur accuracy. Th unautomatd collction procss in forign markts crats problms for firms such as Salomon Brothrs who guarant portfolio prformanc against various indics. How that indx is calculatd and th data that gos into it is vry important spcially if it is th company's own indx. If an institutional clint doubl chcks data, Salomon might hav to xplain why on a crtain dat, a pric from Rutrs was dmd inaccurat and a pric from anothr vndor was substitutd. Also, what is an official pric? For instanc, th indx of th Frankfurt Stock Exchang is calculatd basd on prics takn at 12:30 local tim, though th markt rmains opn for som tim aftr that. Yt languag in som contracts may call for using a closing pric, or in othr cass an opning on. Country-basd scurity idntifirs also diffr. On major problm is th lack of rliabl information about fixd-incom instrumnts ovrsas, which is vn wors than som scuritis data sinc many fixd-incom scuritis trad off xchangs. Th insid scuttlbutt is that xchang prics for fixd-incom ar not rgardd as rliabl prics. Howvr, th Tokyo Stock Exchang snds out a sris of data fds containing th sam databas, but ach on progrssivly clanr. Th xchang itslf has takn on th rsponsibility of vrifying th data, corrcting it, and snding it out corrctd. 1.8 Th Ag of Synrgistic Alliancs Many softwar firms, data fd vndors, hardwar companis, and financial institutions thmslvs ar prparing to form alliancs that will lad to th bttr systms for risk managmnt in th futur. Undr ths stratgic alliancs, partis ar fr to tam up with satllit partnrs, as long as thy orbit th cntral partnr. On stratgic allianc cntrs on th Unix oprating systm. Wall Strt is looking for htrognous multi-vndor solutions, and Unix is prcivd to support opn architcturs that can connct to various Unix-basd workstations, spcially in th trading arna. Howvr, th Unix allianc has its problms with standardization. Two major groups of vndors hav announcd diffrnt vrsions of Unix as standard.

20 Anothr kind of allianc is by information vndors. For instanc, Tlrat Systms acquird CMQ Communications, Inc., Canada's lading markt data vndor. Mor rcntly, Tlrat formd a stratgic allianc with AT&T to dvlop an lctronic systm for forign xchang transactions. Tlrat also formd an agrmnt with Intx, to jointly markt and dvlop automatd markt systms for us by xchangs and xchang mmbrs. Intx Holdings, Ltd. oprats an lctronic futurs ntwork. Finally, Tlrat also joind with Lotus Dvlopmnt Corporation to provid a gnric tool kit for tradrs. On final kind of allianc is by financial institutions. For xampl, Mrrill Lynch's capital markts ara uss th Bloombrg systm, a ral-tim analytic packag for fixd-incom scuritis. It also has a 30% quity intrst in th company. Mrrill Lynch also contribut corporat and govrnmnt bond prics to th srvic. With Automatic Data Procssing (ADP), Mrrill Lynch is dvloping capital markt analytic, and with Data Broadcasting Corporation (DBC) of Vinna, Va., it is offring FM-broadcast data fd. 2. RISK MANAGEMENT AT SALOMON BROTHERS Salomon Brothrs is activly involvd in th fixd incom scuritis and drivativ products markt, whr products lik govrnmnt bills, nots, bonds, corporat bonds, options, and swaps ar tradd. Bing a markt makr for many financial instrumnts, Salomon Brothrs ar xpos to th various typs of risks that ar dscribd in th arlir part of this papr. In th past two dcads, th pac of th financial markt has bn incrasd rapidly and customrs ar dmanding bttr srvics from th financial institutions. Th natur of th businss has changd from on of trading in a fw financial instrumnts in larg volums to that of daling in mdium volum but involving a wid rang of instrumnts. Furthr, nw instrumnts, which could b drivativs of xisting instrumnts, ar constantly bing introducd into th markt. A dynamic and rsponsiv information systm is ncssary to compt ffctivly in this incrasing sophisticatd financial markt. Currntly, Salomon Brothrs has about 15,000 transactions pr day involving ovr 100 financial instrumnts. All ths products ar supportd by 12 to 24 information systms. 2.1 Structur of Salomon Brothrs' Organization for Risk Managmnt Thr is a risk committ of ky individuals who hav clarly dfind rsponsibilitis for managing Salomon's xposurs to th various risks arising from all gographical locations and businss aras. Ths individuals ar th had of th various businss units lik crdit, rtail, capital markts, and its intrnational oprations. Within ach of ths functional aras, thr ar dsignatd individuals whos rsponsibilitis xtnds to monitor all xisting and nw typs of risks in th various markts. Ths ar usually th managrs or hads of th trading tam. Furthr down th organization, thr ar spcialists who ar knowldgabl of diffrnt product typs. Exampls of xprtis ar: rtail customr crdit valuation, corporat bond rating, intrst rat, forign xchang, option pricing, swap pricing, and high yild bond valuation. Thy do not hav an indpndnt non-trading individual who is rsponsibl for th ultimat global risk managmnt.

Asset set Liability Management for

Asset set Liability Management for KSD -larning and rfrnc products for th global financ profssional Highlights Library of 29 Courss Availabl Products Upcoming Products Rply Form Asst st Liability Managmnt for Insuranc Companis A comprhnsiv

More information

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13)

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13) con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc

More information

REPORT' Meeting Date: April 19,201 2 Audit Committee

REPORT' Meeting Date: April 19,201 2 Audit Committee REPORT' Mting Dat: April 19,201 2 Audit Committ For Information DATE: March 21,2012 REPORT TITLE: FROM: Paul Wallis, CMA, CIA, CISA, Dirctor, Intrnal Audit OBJECTIVE To inform Audit Committ of th rsults

More information

A Project Management framework for Software Implementation Planning and Management

A Project Management framework for Software Implementation Planning and Management PPM02 A Projct Managmnt framwork for Softwar Implmntation Planning and Managmnt Kith Lancastr Lancastr Stratgis Kith.Lancastr@LancastrStratgis.com Th goal of introducing nw tchnologis into your company

More information

Free ACA SOLUTION (IRS 1094&1095 Reporting)

Free ACA SOLUTION (IRS 1094&1095 Reporting) Fr ACA SOLUTION (IRS 1094&1095 Rporting) Th Insuranc Exchang (301) 279-1062 ACA Srvics Transmit IRS Form 1094 -C for mployrs Print & mail IRS Form 1095-C to mploys HR Assist 360 will gnrat th 1095 s for

More information

Adverse Selection and Moral Hazard in a Model With 2 States of the World

Adverse Selection and Moral Hazard in a Model With 2 States of the World Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,

More information

CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY. Outcome 10 Regulation 11 Safety and Suitability of Premises

CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY. Outcome 10 Regulation 11 Safety and Suitability of Premises CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY Outcom 10 Rgulation 11 Safty and Suitability of Prmiss CQC Rf 10A 10A(1) Lad Dirctor / Lad Officr Rspons Impact Liklihood Lvl of Concrn

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

STATEMENT OF INSOLVENCY PRACTICE 3.2

STATEMENT OF INSOLVENCY PRACTICE 3.2 STATEMENT OF INSOLVENCY PRACTICE 3.2 COMPANY VOLUNTARY ARRANGEMENTS INTRODUCTION 1 A Company Voluntary Arrangmnt (CVA) is a statutory contract twn a company and its crditors undr which an insolvncy practitionr

More information

Rural and Remote Broadband Access: Issues and Solutions in Australia

Rural and Remote Broadband Access: Issues and Solutions in Australia Rural and Rmot Broadband Accss: Issus and Solutions in Australia Dr Tony Warrn Group Managr Rgulatory Stratgy Tlstra Corp Pag 1 Tlstra in confidnc Ovrviw Australia s gographical siz and population dnsity

More information

Basis risk. When speaking about forward or futures contracts, basis risk is the market

Basis risk. When speaking about forward or futures contracts, basis risk is the market Basis risk Whn spaking about forward or futurs contracts, basis risk is th markt risk mismatch btwn a position in th spot asst and th corrsponding futurs contract. Mor broadly spaking, basis risk (also

More information

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13 Lctur nots: 160B rvisd 9/28/06 Lctur 1: xchang Rats and th Forign xchang Markt FT chaptr 13 Topics: xchang Rats Forign xchang markt Asst approach to xchang rats Intrst Rat Parity Conditions 1) Dfinitions

More information

C H A P T E R 1 Writing Reports with SAS

C H A P T E R 1 Writing Reports with SAS C H A P T E R 1 Writing Rports with SAS Prsnting information in a way that s undrstood by th audinc is fundamntally important to anyon s job. Onc you collct your data and undrstand its structur, you nd

More information

Remember you can apply online. It s quick and easy. Go to www.gov.uk/advancedlearningloans. Title. Forename(s) Surname. Sex. Male Date of birth D

Remember you can apply online. It s quick and easy. Go to www.gov.uk/advancedlearningloans. Title. Forename(s) Surname. Sex. Male Date of birth D 24+ Advancd Larning Loan Application form Rmmbr you can apply onlin. It s quick and asy. Go to www.gov.uk/advancdlarningloans About this form Complt this form if: you r studying an ligibl cours at an approvd

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

QUANTITATIVE METHODS CLASSES WEEK SEVEN QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.

More information

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power Prim numbrs W giv spcial nams to numbrs dpnding on how many factors thy hav. A prim numbr has xactly two factors: itslf and 1. A composit numbr has mor than two factors. 1 is a spcial numbr nithr prim

More information

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data FACULTY SALARIES FALL 2004 NKU CUPA Data Compard To Publishd National Data May 2005 Fall 2004 NKU Faculty Salaris Compard To Fall 2004 Publishd CUPA Data In th fall 2004 Northrn Kntucky Univrsity was among

More information

GOAL SETTING AND PERSONAL MISSION STATEMENT

GOAL SETTING AND PERSONAL MISSION STATEMENT Prsonal Dvlopmnt Track Sction 4 GOAL SETTING AND PERSONAL MISSION STATEMENT Ky Points 1 Dfining a Vision 2 Writing a Prsonal Mission Statmnt 3 Writing SMART Goals to Support a Vision and Mission If you

More information

WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769

WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769 08-16-85 WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769 Summary of Dutis : Dtrmins City accptanc of workrs' compnsation cass for injurd mploys; authorizs appropriat tratmnt

More information

Maintain Your F5 Solution with Fast, Reliable Support

Maintain Your F5 Solution with Fast, Reliable Support F5 SERVICES TECHNICAL SUPPORT SERVICES DATASHEET Maintain Your F5 Solution with Fast, Rliabl Support In a world whr chang is th only constant, you rly on your F5 tchnology to dlivr no mattr what turns

More information

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange Lctur 6: Th Forign xchang Markt xchang Rats in th long run CON 34 Mony and Banking Profssor Yamin Ahmad xchang Rats in th Short Run Intrst Parity Big Concpts Long run: Law of on pric Purchasing Powr Parity

More information

SCHOOLS' PPP : PROJECT MANAGEMENT

SCHOOLS' PPP : PROJECT MANAGEMENT Rport Schools' PPP Sub Committ 22 April 2004 2 SCHOOLS' PPP : PROJECT MANAGEMENT 1 Rason for Rport To provid Mmbrs with information on th structur of th Schools' PPP Projct Tam 2 Background 21 Dumfris

More information

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME!

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME! union scholars YOU CAN CHANGE THE WORLD... program AND EARN MONEY FOR COLLEGE AT THE SAME TIME! AFSCME Unitd Ngro Collg Fund Harvard Univrsity Labor and Worklif Program APPLICATION DEADLINE: FEBRUARY 28

More information

High Interest Rates In Ghana,

High Interest Rates In Ghana, NO. 27 IEA MONOGRAPH High Intrst Rats In Ghana, A Critical Analysis IEA Ghana THE INSTITUTE OF ECONOMIC AFFAIRS A Public Policy Institut High Intrst Rats In Ghana, A Critical Analysis 1 by DR. J. K. KWAKYE

More information

Development of Financial Management Reporting in MPLS

Development of Financial Management Reporting in MPLS 1 Dvlopmnt of Financial Managmnt Rporting in MPLS 1. Aim Our currnt financial rports ar structurd to dlivr an ovrall financial pictur of th dpartmnt in it s ntirty, and thr is no attmpt to provid ithr

More information

Cisco Data Virtualization

Cisco Data Virtualization Cisco Data Virtualization Big Data Eco-systm Discussion with Bloor Group Bob Ev, David Bsmr July 2014 Cisco Data Virtualization Backgroundr Cisco Data Virtualization is agil data intgration softwar that

More information

Product Overview. Version 1-12/14

Product Overview. Version 1-12/14 Product Ovrviw Vrsion 1-12/14 W ar Grosvnor Tchnology Accss Control Solutions W dvlop, manufactur and provid accss control and workforc managmnt solutions th world ovr. Our product offring ompasss hardwar,

More information

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book.

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book. Rsourc Allocation Abstract This is a small toy xampl which is wll-suitd as a first introduction to Cnts. Th CN modl is dscribd in grat dtail, xplaining th basic concpts of C-nts. Hnc, it can b rad by popl

More information

Gold versus stock investment: An econometric analysis

Gold versus stock investment: An econometric analysis Intrnational Journal of Dvlopmnt and Sustainability Onlin ISSN: 268-8662 www.isdsnt.com/ijds Volum Numbr, Jun 202, Pag -7 ISDS Articl ID: IJDS20300 Gold vrsus stock invstmnt: An conomtric analysis Martin

More information

An Broad outline of Redundant Array of Inexpensive Disks Shaifali Shrivastava 1 Department of Computer Science and Engineering AITR, Indore

An Broad outline of Redundant Array of Inexpensive Disks Shaifali Shrivastava 1 Department of Computer Science and Engineering AITR, Indore Intrnational Journal of mrging Tchnology and dvancd nginring Wbsit: www.ijta.com (ISSN 2250-2459, Volum 2, Issu 4, pril 2012) n road outlin of Rdundant rray of Inxpnsiv isks Shaifali Shrivastava 1 partmnt

More information

ITIL & Service Predictability/Modeling. 2006 Plexent

ITIL & Service Predictability/Modeling. 2006 Plexent ITIL & Srvic Prdictability/Modling 1 2 Plxnt Th Company 2001 Foundd Plxnt basd on an Expandd ITIL Architctur, CMMI, ISO, and BS15000 - itdna 2003 Launchd itdna Srvic Offring 2003 John Groom, past Dirctor

More information

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers)

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers) Intrmdiat Macroconomic Thory / Macroconomic Analysis (ECON 3560/5040) Final Exam (Answrs) Part A (5 points) Stat whthr you think ach of th following qustions is tru (T), fals (F), or uncrtain (U) and brifly

More information

Sci.Int.(Lahore),26(1),131-138,2014 ISSN 1013-5316; CODEN: SINTE 8 131

Sci.Int.(Lahore),26(1),131-138,2014 ISSN 1013-5316; CODEN: SINTE 8 131 Sci.Int.(Lahor),26(1),131-138,214 ISSN 113-5316; CODEN: SINTE 8 131 REQUIREMENT CHANGE MANAGEMENT IN AGILE OFFSHORE DEVELOPMENT (RCMAOD) 1 Suhail Kazi, 2 Muhammad Salman Bashir, 3 Muhammad Munwar Iqbal,

More information

Architecture of the proposed standard

Architecture of the proposed standard Architctur of th proposd standard Introduction Th goal of th nw standardisation projct is th dvlopmnt of a standard dscribing building srvics (.g.hvac) product catalogus basd on th xprincs mad with th

More information

Planning and Managing Copper Cable Maintenance through Cost- Benefit Modeling

Planning and Managing Copper Cable Maintenance through Cost- Benefit Modeling Planning and Managing Coppr Cabl Maintnanc through Cost- Bnfit Modling Jason W. Rup U S WEST Advancd Tchnologis Bouldr Ky Words: Maintnanc, Managmnt Stratgy, Rhabilitation, Cost-bnfit Analysis, Rliability

More information

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind Dfining Rtirmnt Succss for Dfind Contribution Plan Sponsors: Bgin with th End in Mind David Blanchtt, CFA, CFP, AIFA Had of Rtirmnt Rsarch Morningstar Invstmnt Managmnt david.blanchtt@morningstar.com Nathan

More information

Important Information Call Through... 8 Internet Telephony... 6 two PBX systems... 10 Internet Calls... 3 Internet Telephony... 2

Important Information Call Through... 8 Internet Telephony... 6 two PBX systems... 10 Internet Calls... 3 Internet Telephony... 2 Installation and Opration Intrnt Tlphony Adaptr Aurswald Box Indx C I R 884264 03 02/05 Call Duration, maximum...10 Call Through...7 Call Transportation...7 Calls Call Through...7 Intrnt Tlphony...3 two

More information

Developing Economies and Cloud Security: A Study of Africa Mathias Mujinga School of Computing, University of South Africa mujinm@unisa.ac.

Developing Economies and Cloud Security: A Study of Africa Mathias Mujinga School of Computing, University of South Africa mujinm@unisa.ac. Journal of Emrging Trnds in Computing and Information Scincs 2009-2012 CIS Journal. All rights rsrvd. Dvloping Economis and Cloud Scurity: A Study of Africa Mathias Mujinga School of Computing, Univrsity

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks Usr-Prcivd Quality of Srvic in Hybrid Broadcast and Tlcommunication Ntworks Michal Galtzka Fraunhofr Institut for Intgratd Circuits Branch Lab Dsign Automation, Drsdn, Grmany Michal.Galtzka@as.iis.fhg.d

More information

TIME MANAGEMENT. 1 The Process for Effective Time Management 2 Barriers to Time Management 3 SMART Goals 4 The POWER Model e. Section 1.

TIME MANAGEMENT. 1 The Process for Effective Time Management 2 Barriers to Time Management 3 SMART Goals 4 The POWER Model e. Section 1. Prsonal Dvlopmnt Track Sction 1 TIME MANAGEMENT Ky Points 1 Th Procss for Effctiv Tim Managmnt 2 Barrirs to Tim Managmnt 3 SMART Goals 4 Th POWER Modl In th Army, w spak of rsourcs in trms of th thr M

More information

IBM Healthcare Home Care Monitoring

IBM Healthcare Home Care Monitoring IBM Halthcar Hom Car Monitoring Sptmbr 30th, 2015 by Sal P. Causi, P. Eng. IBM Halthcar Businss Dvlopmnt Excutiv scausi@ca.ibm.com IBM Canada Cloud Computing Tigr Tam Homcar by dfinition 1. With a gnsis

More information

Global Sourcing: lessons from lean companies to improve supply chain performances

Global Sourcing: lessons from lean companies to improve supply chain performances 3 rd Intrnational Confrnc on Industrial Enginring and Industrial Managmnt XIII Congrso d Ingniría d Organización Barclona-Trrassa, Sptmbr 2nd-4th 2009 Global Sourcing: lssons from lan companis to improv

More information

YouthWorks Youth Works (yüth- w rkz), n.

YouthWorks Youth Works (yüth- w rkz), n. YouthWorks Youth Works(yüth- w rkz),n. 1. Baltimor City s summr jobs program. 2. Crats carr pathways for Baltimor City youth. 3. Givs Baltimor mployrs opportunitis to train thir futur workforc. Opportunity

More information

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS 25 Vol. 3 () January-March, pp.37-5/tripathi EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS *Shilpa Tripathi Dpartmnt of Chmical Enginring, Indor Institut

More information

content Fresh thinking for decision makers

content Fresh thinking for decision makers Roland Brgr Stratgy Consultants contnt Frsh thinking for dcision makrs Think your bank can maintain its liquidity vn undr xtrm strss? Fin, but thr's mor to stratgic liquidity managmnt than that Th prcis

More information

OPTIONS AND FUTURES: A TECHNICAL APPRAISAL

OPTIONS AND FUTURES: A TECHNICAL APPRAISAL Pag 15 OPTIONS AND FUTURES: A TECHNICAL APPRAISAL by David J.S. Rutldg Papr prsntd to Sminar on Trading in Options: Opportunitis in th Intrnational Markt sponsord by Th Sydny Stock Exchang and Th Scuritis

More information

Job Description. Programme Leader & Subject Matter Expert

Job Description. Programme Leader & Subject Matter Expert Job titl: Programm Ladr & Subjct Mattr xprt Arbitration Pathways, ducation and Training Dpartmnt Salary band: 47,500 to 56,500 (dpndnt upon xprinc) Hours: 35 hours a wk Trm: Full Tim, Prmannt Accountabl

More information

Lecture 3: Diffusion: Fick s first law

Lecture 3: Diffusion: Fick s first law Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th

More information

Continuity Cloud Virtual Firewall Guide

Continuity Cloud Virtual Firewall Guide Cloud Virtual Firwall Guid uh6 Vrsion 1.0 Octobr 2015 Foldr BDR Guid for Vam Pag 1 of 36 Cloud Virtual Firwall Guid CONTENTS INTRODUCTION... 3 ACCESSING THE VIRTUAL FIREWALL... 4 HYPER-V/VIRTUALBOX CONTINUITY

More information

A Secure Web Services for Location Based Services in Wireless Networks*

A Secure Web Services for Location Based Services in Wireless Networks* A Scur Wb Srvics for Location Basd Srvics in Wirlss Ntworks* Minsoo L 1, Jintak Kim 1, Shyun Park 1, Jail L 2 and Sokla L 21 1 School of Elctrical and Elctronics Enginring, Chung-Ang Univrsity, 221, HukSuk-Dong,

More information

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives Unit Stats Gnral Accounting Offic Washington, DC 20548 Halth, Eucation, an Human Srvics Division B-285141 April 21, 2000 Th Honorabl Charls B. Rangl Ranking Minority Mmbr Committ on Ways an Mans Hous of

More information

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics.

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics. DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE www.smartoptics.d dntprogrss an b rsion c v o m d ss.d! A fr ntprog.d w

More information

Personal Identity Verification (PIV) Enablement Solutions

Personal Identity Verification (PIV) Enablement Solutions Prsonal Idntity Vrification (PIV) Enablmnt Solutions pivclass Govrnmnt Solutions Affordabl Prsonal Idntity Vrification (PIV) Enablmnt Solutions from a Singl, Trustd Supplir Complt Solution for PIV Enablmnt

More information

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8 Jun 22 Enpris Rnt Author: Documnt Vrsion: Product: Product Vrsion: SAP Vrsion: Enpris Enpris Rnt 88 88 Enpris Rnt 22 Enpris Solutions All rights rsrvd No parts of this work may b rproducd in any form or

More information

Category 1: Purchased Goods and Services

Category 1: Purchased Goods and Services 1 Catgory 1: Purchasd Goods and Srvics Catgory dscription T his catgory includs all upstram (i.., cradl-to-gat) missions from th production of products purchasd or acquird by th rporting company in th

More information

Theoretical aspects of investment demand for gold

Theoretical aspects of investment demand for gold Victor Sazonov (Russia), Dmitry Nikolav (Russia) Thortical aspcts of invstmnt dmand for gold Abstract Th main objctiv of this articl is construction of a thortical modl of invstmnt in gold. Our modl is

More information

Media Considerations Related to Puerto Rico s Fiscal Situation

Media Considerations Related to Puerto Rico s Fiscal Situation CUNY Graduat School of Journalism Jun, Mdia Considrations Rlatd to Purto Rico s Fiscal Situation Alan Schankl Managing Dirctor Municial Stratgy and Rsarch Economy is Stagnant and Dbt Continus to Grow.%.%.%

More information

Parallel and Distributed Programming. Performance Metrics

Parallel and Distributed Programming. Performance Metrics Paralll and Distributd Programming Prformanc! wo main goals to b achivd with th dsign of aralll alications ar:! Prformanc: th caacity to rduc th tim to solv th roblm whn th comuting rsourcs incras;! Scalability:

More information

Moving Securely Around Space: The Case of ESA

Moving Securely Around Space: The Case of ESA Moving Scurly Around Spac: Th Cas of ESA Prpard By: Andra Baldi, Jos Frnandz Balsiro, Marco Incollingo Tommaso Parrinllo, Cristiano Silvagni, Stfano Zatti Europan Spac Agncy Andra.Baldi@sa.int ESA Scnario

More information

In the first years of the millennium, Americans flocked to Paris to enjoy French

In the first years of the millennium, Americans flocked to Paris to enjoy French 14 chaptr Exchang Rats and th Forign Exchang Markt: An Asst Approach 320 In th first yars of th millnnium, Amricans flockd to Paris to njoy Frnch cuisin whil shopping for dsignr clothing and othr spcialtis.

More information

Presentation on Short-Term Certificates to the CAPSEE Conference. September 18, 2014

Presentation on Short-Term Certificates to the CAPSEE Conference. September 18, 2014 Prsntation on Short-Trm Crtificats to th CAPSEE Confrnc Sptmbr 18, 2014 Th first goal of City Collgs Rinvntion is focusd on nsuring studnts arn crdntials of conomic valu Rinvntion Goals Incras numbr of

More information

AP Calculus AB 2008 Scoring Guidelines

AP Calculus AB 2008 Scoring Guidelines AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.

More information

FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT

FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT Patil Yogndra R. 1, Patil Dhananjay S. 2 1P.G.Scholar, Dpartmnt of Civil Enginring, Rajarambapu Institut of Tchnology, Islampur,

More information

5.3.2 APPROACH TO PERFORMANCE MANAGEMENT

5.3.2 APPROACH TO PERFORMANCE MANAGEMENT Chaptr 5: Prformanc Managmnt Systm 5. APPROACH TO PERFORMANCE MANAGEMENT Th Municipal Systms Act () rquirs municipalitis to dvlop a prformanc managmnt systm suitabl for thir own circumstancs. According

More information

Cost-Volume-Profit Analysis

Cost-Volume-Profit Analysis ch03.qxd 9/7/04 4:06 PM Pag 86 CHAPTER Cost-Volum-Profit Analysis In Brif Managrs nd to stimat futur rvnus, costs, and profits to hlp thm plan and monitor oprations. Thy us cost-volum-profit (CVP) analysis

More information

Payment Hub Project A Worldwide Electronic Banking System,

Payment Hub Project A Worldwide Electronic Banking System, DRAFT mbr gr Paymnt Hub Projct A Worldwid Elctronic Banking Systm, UNIVERSWIFTNET, 24 th May 2007, Amstrdam Vincnt Duriux Businss Projct Managr Oilfild Srvics - GoMarkts & Sgmnts mbr gr NSA ECA *Th GoMarkt*

More information

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele c rkley xtnsion yor st w rkly c rkley xtnsion st with rkly c rkley xtn Crtificat yor Program st in with rkly c rk xtnsion yor st with rkl c rkley xtnsion yor st w rkly Financial c Planning rkley xtnsion

More information

Enterprise Resource Planning (ERP) Systems

Enterprise Resource Planning (ERP) Systems Entrpris Rsourc Planning (ERP) Systms For Non-Practitionrs Octobr 1997 Octobr 1997 National Industry Srvics - Industrial & Automotiv Products ERP nabls companis to driv th optimum intr-oprability btwn

More information

Contents. Presentation contents: Basic EDI dataflow in Russia. eaccounting for HR and Payroll. eaccounting in a Cloud

Contents. Presentation contents: Basic EDI dataflow in Russia. eaccounting for HR and Payroll. eaccounting in a Cloud Accounting Contnts Prsntation contnts: Basic EDI dataflow in Russia Accounting for HR and Payroll Accounting in a Cloud Basic EDI Procss Flow Typs of documnts for EDI Lgally rquird documnts: Act of accptanc

More information

Keywords Cloud Computing, Service level agreement, cloud provider, business level policies, performance objectives.

Keywords Cloud Computing, Service level agreement, cloud provider, business level policies, performance objectives. Volum 3, Issu 6, Jun 2013 ISSN: 2277 128X Intrnational Journal of Advancd Rsarch in Computr Scinc and Softwar Enginring Rsarch Papr Availabl onlin at: wwwijarcsscom Dynamic Ranking and Slction of Cloud

More information

Performance Evaluation

Performance Evaluation Prformanc Evaluation ( ) Contnts lists availabl at ScincDirct Prformanc Evaluation journal hompag: www.lsvir.com/locat/pva Modling Bay-lik rputation systms: Analysis, charactrization and insuranc mchanism

More information

Economic Analysis of Floating Exchange Rate Systems

Economic Analysis of Floating Exchange Rate Systems Economic Analysis of Floating Rat Systms Th businss sction of any nwspapr will hav a tabl of spot s. Ths ar th s at which a prson could hav bought othr currncis or forign, such as th English Pound, Frnch

More information

YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE

YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE TABLE OF CONTENTS Camp Markting Ar You Invsting Your Markting Budgt Wisly? Choosing A Softwar Partnr 8 Ky Faturs Spotlight

More information

Data warehouse on Manpower Employment for Decision Support System

Data warehouse on Manpower Employment for Decision Support System Data warhous on Manpowr Employmnt for Dcision Support Systm Amro F. ALASTA, and Muftah A. Enaba Abstract Sinc th us of computrs in businss world, data collction has bcom on of th most important issus du

More information

Fleet vehicles opportunities for carbon management

Fleet vehicles opportunities for carbon management Flt vhicls opportunitis for carbon managmnt Authors: Kith Robrtson 1 Dr. Kristian Stl 2 Dr. Christoph Hamlmann 3 Alksandra Krukar 4 Tdla Mzmir 5 1 Snior Sustainability Consultant & Lad Analyst, Arup 2

More information

FOREIGN EXCHANGE RISK MANAGEMENT PRACTICES - A STUDY IN INDIAN SCENARIO

FOREIGN EXCHANGE RISK MANAGEMENT PRACTICES - A STUDY IN INDIAN SCENARIO BRAC Univrsity Journal, vol. V, no. 2, 2008, pp. 81-91 FOREIGN EXCHANGE RISK MANAGEMENT PRACTICES - A STUDY IN INDIAN SCENARIO Sathya Swaroop Dbasish Dpartmnt of Businss Managmnt Fakir Mohan Univrsity

More information

Siemens IT Solutions and Services Pvt. Ltd.

Siemens IT Solutions and Services Pvt. Ltd. Simns IT Solutions and Srvics Pvt. Ltd. Transforming IT into Businss Valu In 10 yars tim our plant will b populatd by 8 billion popl. Th challngs ahad supply of ncssary goods and srvics, clan nrgy, smart

More information

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct Air Handling Systms Enginring & chnical Bulltin 81-1-ISD Economic Considrations of Hat ransfr on Sht Mtal Duct Othr bulltins hav dmonstratd th nd to add insulation to cooling/hating ducts in ordr to achiv

More information

Cookie Policy- May 5, 2014

Cookie Policy- May 5, 2014 Cooki Policy- May 5, 2014 Us of Cookis on Sizmk Wbsits This Cooki Disclosur applis only to us of cookis on corporat wbsits (www.sizmk.com and rlatd rgional wbsits) publishd by Sizmk Inc. and its affiliats

More information

Stag and Capital Bids in Indian Scenario

Stag and Capital Bids in Indian Scenario SNH/01/4/Info2 CAPITAL INVESTMENT STRATEGY 2001-02 Summary 1. `This information papr provids an ovrviw of th critria and prioritis usd by Managmnt Tam in dtrmining SNH s annual capital programm, as rqustd

More information

Have Debit Cards Changed Thai Consumer Shopping Behavior?

Have Debit Cards Changed Thai Consumer Shopping Behavior? Intrnational Journal of Markting Studis Novmbr, 2009 Hav Dbit Cards Changd Thai Consumr Shopping Bhavior? Chtsada Noknoi Economics and Businss Administration Faculty, Thaksin Univrsity 140 Moo 4, Kanajanavanit

More information

Natural Gas & Electricity Prices

Natural Gas & Electricity Prices Click to dit Mastr titl styl Click to dit Mastr txt styls Scond lvl Third lvl Natural Gas & Elctricity Prics Fourth lvl» Fifth lvl Glnn S. Pool Manufacturing Support Mgr. Enrgy April 4, 2013 Click Vrso

More information

SOFTWARE ENGINEERING AND APPLIED CRYPTOGRAPHY IN CLOUD COMPUTING AND BIG DATA

SOFTWARE ENGINEERING AND APPLIED CRYPTOGRAPHY IN CLOUD COMPUTING AND BIG DATA Intrnational Journal on Tchnical and Physical Problms of Enginring (IJTPE) Publishd by Intrnational Organization of IOTPE ISSN 077-358 IJTPE Journal www.iotp.com ijtp@iotp.com Sptmbr 015 Issu 4 Volum 7

More information

The international Internet site of the geoviticulture MCC system Le site Internet international du système CCM géoviticole

The international Internet site of the geoviticulture MCC system Le site Internet international du système CCM géoviticole Th intrnational Intrnt sit of th goviticultur MCC systm L sit Intrnt intrnational du systèm CCM géoviticol Flávio BELLO FIALHO 1 and Jorg TONIETTO 1 1 Rsarchr, Embrapa Uva Vinho, Caixa Postal 130, 95700-000

More information

Resource Management and Audit Scrutiny Panel. Apologies for absence were received from Councillors Child, Gilchrist, Maginnis and O Donnell.

Resource Management and Audit Scrutiny Panel. Apologies for absence were received from Councillors Child, Gilchrist, Maginnis and O Donnell. + ED I N BVRG H + THE CITY OF EDINBURGH CUNClL Itm no 4 Committ Mi n Uts Rsourc Managmnt and Audit Scrutiny Panl Edinburgh, Prsnt:- Councillors Jackson (Convnr), Aldridg, Milligan, Munro, Paisly (substitut

More information

embedded e e in numbers, facts and figures

embedded e e in numbers, facts and figures FACTSHEET EMBEDDED mbddd in numbrs, facts and figurs 25th Intrnational Trad Fair for Elctronic Componnts, Systms and Applications Nw Munich Trad Fair Cntr Novmbr 13 16, 2012 www.lctronica.d Focusing on

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:

More information

(Analytic Formula for the European Normal Black Scholes Formula)

(Analytic Formula for the European Normal Black Scholes Formula) (Analytic Formula for th Europan Normal Black Schols Formula) by Kazuhiro Iwasawa Dcmbr 2, 2001 In this short summary papr, a brif summary of Black Schols typ formula for Normal modl will b givn. Usually

More information

Voice Biometrics: How does it work? Konstantin Simonchik

Voice Biometrics: How does it work? Konstantin Simonchik Voic Biomtrics: How dos it work? Konstantin Simonchik Lappnranta, 4 Octobr 2012 Voicprint Makup Fingrprint Facprint Lik a ingrprint or acprint, a voicprint also has availabl paramtrs that provid uniqu

More information

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W Cllo Tchnology LG has introducd th NON 2, with nwly dvlopd Cllo Tchnology which improvs prformanc and rliability. Up to 320W 300W Cllo Tchnology Cll Connction Elctrically Low Loss Low Strss Optical Absorption

More information

Traffic Flow Analysis (2)

Traffic Flow Analysis (2) Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,

More information

Lift Selection Guide

Lift Selection Guide Lift Slction Guid Hlping you choos th right lifts to kp your staff and rsidnts saf Th Dirct Supply diffrnc Kp your community saf DIRECT SUPPLY MAKES EQUIPMENT SELECTION EASY BENEFITS OF SAFE LIFTING PRACTICES

More information

A Theoretical Model of Public Response to the Homeland Security Advisory System

A Theoretical Model of Public Response to the Homeland Security Advisory System A Thortical Modl of Public Rspons to th Homland Scurity Advisory Systm Amy (Wnxuan) Ding Dpartmnt of Information and Dcision Scincs Univrsity of Illinois Chicago, IL 60607 wxding@uicdu Using a diffrntial

More information

Who uses our services? We have a growing customer base. with institutions all around the globe.

Who uses our services? We have a growing customer base. with institutions all around the globe. not taking xpr Srvic Guid 2013 / 2014 NTE i an affordabl option for audio to txt convrion. Our rvic includ not or dirct trancription rvic from prviouly rcordd audio fil. Our rvic appal pcially to tudnt

More information

STUDENT. Achieve More! AT A GLANCE BECOME A CWI. I fee. Learn More: www.cwidaho.cc OPPORTUNITIES TO

STUDENT. Achieve More! AT A GLANCE BECOME A CWI. I fee. Learn More: www.cwidaho.cc OPPORTUNITIES TO f YO U! o n io s r V w Th N P.O. Box 3010 Nampa, ID 83653 Call: 208.562.3000 Click: cwidaho.cc/go Visit: A On Stop Studnt Srvics Location TS NOW YOURS STAR www.cwidaho.cc 208.562.3000 Stay Connctd 022015-05

More information

Logo Design/Development 1-on-1

Logo Design/Development 1-on-1 Logo Dsign/Dvlopmnt 1-on-1 If your company is looking to mak an imprssion and grow in th marktplac, you ll nd a logo. Fortunatly, a good graphic dsignr can crat on for you. Whil th pric tags for thos famous

More information

Thursday, March 18, 2010-4:07 PM Page 1 of 16

Thursday, March 18, 2010-4:07 PM Page 1 of 16 Exhibit 300: Capital Asst Plan Businss Cas Summary Part I: Summary And Justification (All Capital Assts) Sction A: Ovrviw (All Capital Assts) 1. Dat of Submission: 2/1/2010 2. Agncy: Dpartmnt of Justic

More information

Category 7: Employee Commuting

Category 7: Employee Commuting 7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil

More information

Electronic Commerce. and. Competitive First-Degree Price Discrimination

Electronic Commerce. and. Competitive First-Degree Price Discrimination Elctronic Commrc and Comptitiv First-Dgr Pric Discrimination David Ulph* and Nir Vulkan ** Fbruary 000 * ESRC Cntr for Economic arning and Social Evolution (ESE), Dpartmnt of Economics, Univrsity Collg

More information