Small and Medium Enterprises Financing and Economic Growth in Nigeria: An Econometric Analysis.
|
|
|
- Norah Berniece Little
- 9 years ago
- Views:
Transcription
1 Small ad Medium Eterprises Fiacig ad Ecoomic Growth i Nigeria: A Ecoometric Aalysis. God stime Osekhebhe Eigbiremole Departmet of Ecoomics, Uiversity of Nigeria, Nsukka [email protected], phoe: Fracis Ileloa Igberaese Academic Plaig Divisio, Uiversity of Bei, Bei City [email protected], phoe: Abstract This study ivestigates the role of Small ad Medium Eterprises (SMEs) i the achievemet of ecoomic growth i Nigeria usig a liear regressio model ad grager causality test. The Johase 2 likelihood ratio test statistics, the trace ad maximal eigevalue coitegratio test statistics, reveal two coitegratig equatios or vectors amog the variables of iterest. The coitegratig regressio result idicates that SMEs are idispesable i achievig sustaiable ecoomic growth as they exhibit positive impact o the ecoomy. This implies a boost to the ecoomy for every icrease i the operatios ad activities of SMEs. The grager causality test reveals a uidirectioal causal relatioship betwee SMEs ad ecoomic growth, ruig from the former to the latter. Movig forward, adequate ad coordiated fiacig with relatively low iterest rate should be made available ad assessable to SMEs across Nigeria, as the issue of iadequate fudig has remaied the major bae to their successful operatios. Also, govermet should make available eeded ifrastructure ad icetives like regular power supply, good roads ad tax holiday. These would greatly ehace ad ecourage the activities of SMEs ad positio them to play their all importat role i the achievemet of sustaiable ecoomic growth i Nigeria. Key words: Ecoomic growth, grager causality, regressio, SMEs. 1.0 Itroductio The place of Small ad Medium Eterprises (SMEs) i the achievemet of ecoomic growth especially i a developig coutry like Nigeria ca ever be over-emphasized. SMEs remai the foudatio as well as the buildig block i the realizatio of ay meaigful ad sustaiable growth i a ecoomy. SMEs costitute the drivig force i the attaimet of idustrial growth ad developmet. This is basically due to their great potetial i esurig diversificatio ad expasio of idustrial productio as well as the attaimet of the basic objectives of growth. For sustaiable ecoomy, SMEs have bee stressed as capable of helpig i brigig about positive ecoomic tur aroud ad complemetig the effort of the existig medium ad large scales idustries (Osuagwu, 2001). The recogitio of the importace of the roles of the SMEs as catalyst ad egie of growth has prompted the icreased attetio ad specific educatio o the method ad approach to build ad sustai a truly viable private sector domiated by small ad medium scale eterprise (SMEs). Such ecoomic cotributios are obvious i the mobilizatio of idle fiacial resources, the coservatio of foreig exchage, utilizatio of local raw materials, specialist suppliers to large compaies, addig varieties ad choice for the cosumers, checkig the moopolistic tedecy power, providig a source or iovatio, breedig groud for ew idustries ad above all employmet creatio (Bamidele, 2012). SMES utilize local raw materials ad techology thereby aidig the realizatio of the goal of self-reliace. Also, govermets at various levels (local, state ad federal) have i oe way or the other facilitated the performace of Small ad SMEs. While some have formulated policies aimed at facilitatig ad empowerig the growth ad developmet ad performace of the SMEs, others had focused o assistig the SMEs to grow through soft loas ad other fiscal icetives i order to ehace the socio-ecoomic developmet of the ecoomy like alleviatig poverty, employmet geeratio, ehace huma developmet, ad improve social welfare of the people (Oreoluwa, 2011). 2.0 Backgroud I Nigeria, it must be oted that SMEs have ot received the eeded attetio ad fiacig required for effective ad viable operatio. The challeges cofrotig SMEs i Nigeria seems multifaceted. Ekpeyog (1997) ad Utomi (1997) idetified iadequate capital ad iaccessible credit facilities as two major bae facig SMEs. There has bee dearth of log term loas eeded for adequate fiacig of SMEs. This upleasat 52
2 sceario has cotiued over time majorly because may fiacial istitutios do ot believe i the potetials ad viability of SMEs ad thus cosidered it risky extedig credit to them. Evbuomwa, Ikpi, Okoruwa ad Akiyosoye (2012) oted other costraits to iclude poor power supply ad iadequate relevat ifrastructure. This is true because o busiess, SMEs iclusive, ca operate efficietly i the absece relevat ifrastructure. They further opied i their study that 75.7% of their survey respodets relied mostly o ow fuds to fiace their busiesses. This iability to assess exteral sources of fudig has greatly hampered the activities of SMEs. A widespread cocer is that the bakig system i the sub sector (which supposed to be the major fiacier of SMEs) is ot providig eough support to ew ecoomic iitiatives ad i particular to the expasio of SMEs ad agriculture sector. It is oted that commercial ad the hitherto merchat baks which retaied liquidity levels i excess of regulatio have show reluctace i fiacig SMEs (Sacerdoti, 2005). While Micro Fiace Istitutios (MFIs) have expaded vigorously i a umber of coutries, the size of their credit remais limited, so that their support is ot o the scale eeded for may medium sized projects. Also, the iterest rate o micro-credits is very high, due to large admiistrative costs i relatio to their scale of operatios (Mahmoud, 2005) i Ookoya, Fasaya ad Abdulrahma (2013). Oluba (2009) posited that there are about 8.4millio SMES operatig i Nigeria with - eterprises comprise 80 per cet of the total umber (about 1.3 millio), small busiess costitutig 15 percet (aroud 420,000). I terms of SMEs cotributio to atioal output i Nigeria. It has bee reported that the SMEs, by reveue, cotribute about 75 per cet all etrepreeurial activities that make up Nigeria s gross domestic output, 21 per cet withi the -eterprises while 4% belog to the large complex orgaizatios. It is also scored high i etrepreeurial domiace because of its potetial i poolig skilled ad semi-skilled workers (Oreoluwa, 2011). Over the years, some studies have bee carried out to ivestigate the impact of SMEs i ecoomic growth ad developmet i Nigeria. However, may of such studies employed primary data, which at best captures the view of respodets but with a lot of icosistecies i estimatio procedure. Also, majority of such studies focused basically o the effect or impact of SMEs ad ecoomic growth without establishig the presece or absece of causality betwee them, which is as well very importat. Therefore, the objective of this study is to empirically examie the impact of SMEs o ecoomic growth i Nigeria ad as well as establish the ature of causality betwee them. Quarterly time series data from sourced from the Cetral Bak of Nigeria (CBN) Statistical Bulleti, would be employed i this study. For other researchers, this study will spur them ito further research, especially i Nigeria where SMEs still remai uder-researched. At the idividual level, this study would eable people to uderstad ad appreciate the relevace of developig huma capital i a bid to achieve ecoomic growth. For the govermet, it would provide a framework for policy formulatio ad implemetatio. Above all, this study would add to the existig stock of literature ad bridge the gap i kowledge. The rest of the study is outlied as follows sectio three reviews various related literature, sectio four discusses the methodology, sectio five presets the data aalysis ad iterpretatio of fidigs ad sectio six provides coclusio ad recommedatios. 3.0 Review of Literature Several studies, both i Nigeria ad abroad, have bee carried out to examie role or importace of SMEs i the achievemet of ecoomic growth ad developmet. There seems to be a cosesus from most these studies that SMEs, whe adequately fuded, cotribute meaigfully to ecoomic growth ad developmet. A review of some of the empirical literature is provided below. Ookoya, Fasaya ad Abdulrahma (2013) examied the impact of fiacig small scale eterprises o ecoomic growth i Nigeria, usig a quarterly time series data from 1992 to The study combied several ecoometric estimatio techiques. The fidigs shows that loa to small scale etrepreeurs have a positive impact o the ecoomic performace while iterest rate has a egative impact o ecoomic growth. The study thereby cocludes that the greatest or worst problem cofrotig SMEs i Nigeria is maagerial capacity. Access to capital or fiace is ecessary but ot a sufficiet coditio for successful etrepreeurial developmet. Bamidele (2012) studied that fiacig of small ad medium scale eterprises (SMEs) i Amuwo Odofi Local Govermet of Lagos state, Nigeria. The study examied how govermet ad other agecies fiace SMEs i Amuwo Odofi Local Govermet area of Lagos State. The study was guided by etwork theory. The major 53
3 cocer of the theory is the objective patter of ties likig the agecies, idividual ad group of the society. The agecies i this study iclude baks, cooperative societies, ad govermet, amog others. Quatitative ad qualitative method was used to collect data for the study. Fifty (50) samples of respodets were selected from the Local Govermet Area. The data gathered was aalyzed usig descriptive statistics such as frequecy distributio, while the qualitative data was subjected to cotet ad descriptive aalysis. The study shows that govermet ad other fiacial istitutios have ot doe eough i supportig SMEs. I what eed to be doe by govermet ad other fiacial istitutios saddle with the resposibility of fudig SMEs, i order for SMEs to play their role of improvig the ecoomy; more loa should be givig with a appropriate extesio of deadlies for paymet, create good job for people i order for them to save some amout of moey ad become self-employed, ecourage ad support existig SMEs, by makig policies that would be beeficial to SMEs, create eablig ivestmet eviromet, such as ifrastructural developmet. Qureshi (2012) examied the problems ad costraits faced by small ad medium-sized eterprises (SMEs) i Pakista with regard to access to fiacig. The research methodology icludes qualitative data ad quatitative data. A survey was udertake from a sample group of 500 respodets of SMEs i Karachi from whom various questios were asked through a structured questioaire. I additio, oe-o-oe formal ad iformal iterviews were take from various busiessme ad bakers. Samples were selected coveietly. A coceptual model/framework was devised to test ad ascertai the statistical validity. It icludes depedet variable SME fiacig ad idepedet variables, fiacig costraits, fuctioal/iteral barriers, govermet support ad icetives, ad SMEs growth ad developmet. The study fids that Formal fiacig is the biggest problem of SMEs because a substatial portio of SMEs does ot have the security required for collateral. The loa processig time is very legthy ad cumbersome ad the loa terms are ot succict ad thoroughly uderstood by the borrower. Moreikeji ad Oluchukwu (2012) studied the impact of small ad medium scale eterprises i the geeratio of employmet i Lagos state. A total of a hudred (150) copies of the questioaires were admiistered out of which oe hudred ad twety (120) copies represetig (80%) of the questioaire were properly completed ad retrieved while thirty (30) copies represetig 20% were ot retrieved. The istrumets used to gather iformatio for this study icludes questioaires ad iterview. Two differet statistical methods were employed by the researcher for data aalysis. The tools are simple percetage ad chi-square (X 2 ). The results show that SMEs ad sustaiable developmet of the Nigeria ecoomy are related, just as promotio of SMEs ad improvemets i employmet geeratio are related. They therefore coclude that for a atio irrespective of its ecoomic ideology to achieve meaigful ad sustaiable developmet, adequate attetio must be give to wide spread of ecoomic activities through etrepreeurship ad small ad medium scale eterprise geeratio. Nkwe (2012) discussed the role SMEs play i the developmet of coutries such as Botswaa. It focuses o what SMEs cotribute ad what barriers are there which make them ot to cotribute at their optimal. I the review, the researcher fids that the cotributio of SMEs i Botswaa is huge. SMEs cotribute to ecoomic developmet i various ways: by creatig employmet for rural ad urba growig labor force, providig desirable sustaiability ad iovatio i the ecoomy as a whole. The most importat developmet priority i Botswaa is to diversify the ecoomy i geeral, ad to diversify productio for export i particular. The diversificatio of exports should iclude services as well as maufactured goods. Ecoomic diversificatio is ecessary for future ecoomic growth, ad this i tur is ecessary for the growth of employmet ad others. SMEs are the pillars to the govermet s diversificatio drive. Oreoluwa (2011) assessed specific fiacig optios available to SMEs i Nigeria ad cotributio with ecoomic growth via ivestmet level. The Spearma s Rho correlatio test was employed to determie the relatioship betwee SMEs fiacig ad ivestmet level. The aalysis reports a sigificat Rho value of at 10%. This idicated that there is sigificat positive relatioship betwee SMEs fiacig ad ecoomic growth i Nigeria via ivestmet level. Descriptive statistics were also used to appraisal certai fiacig idicators. The paper later proffer that accessibility to relative low iterest rate fiaces should be provided to small ad medium eterprises i Nigeria i order ehace ecoomic growth. 54
4 4.0 Methodology A multiple regressio model based o Ordiary Least Square (OLS) techique would be employed i determiig the impact of SMEs fiacig o ecoomic growth i Nigeria. Ordiary least square (OLS) is extesively used i regressio aalysis primarily because it is ituitively appealig ad mathematically much simpler tha ay other ecoometric techiques (Gujarati, 2003). I order to obtai robust estimates, this study would iclude real iterest rate, iflatio ad moey supply as related cotrol variables. The model is specified as follows: LOG ( RGDP) + λ LSMEs+ λ RINTR+ λ INF + + λ (1) = U t Where; RGDP = Real Gross Domestic Product (a proxy for ecoomic growth) LSMEs = Loas to SMEs RINTR = Real Iterest Rate INF = Iflatio λ 0 = Itercept of relatioship i the model λ 1 - λ 3 = Coefficiet of each exogeous or explaatory variable. I order to capture the directio of causality betwee SMEs ad ecoomic growth, the Grager causality test would be employed. It ca be stated thus: RGDP t = i =1 i LSMEs t i + β j RGDP t j + U 1 t j =1 α (2) LSMEs t = i =1 i LSMEs t i + δ j RGDP t j + U 2 t j = 1 λ (3) Where U 1t ad U 2t are assumed be ucorrelated. 5.0 Data Aalysis ad Iterpretatio 5.1 Statioarity Test I order ot to ru a spurious regressio, a statioary test was carried out. The Augmeted Dickey-Fuller (ADF) test was used for this aalysis sice it adjusts for serial correlatio. If the calculated ADF test statistic is greater tha the MacKio critical values (both i absolute term) at the chose level of sigificace, we would reject the ull hypothesis of o-statoarity ad accept the alterative hypothesis of statioarity. The result is summarized i table I below. Table I: Adf Test Statistics Variable Adf Test Statistics 0.05 Level Order of itegratio RGDP I(2) LSMEs I(0) RINTR I(1) INF I(0) 55
5 The result from table I above clearly show that secod differecig is sufficiet i modelig this study. 5.2 Coitegratio Aalysis Theoretically, it is expected that a regressio ivolvig o-statioary time series variables may produce spurious (o-meaigful) results. Coitegratio tests prove that the combiatio of such variables has a logterm relatioship (Eigbiremole, 2013). Ecoomically speakig, two variables will be coitegrated if they have a log-ru or a equilibrium relatioship betwee them (Gujarati, 2004:822). The Johase 2 likelihood ratio test statistics, the trace ad maximal eigevalue test statistics, were utilized to determie the umber of coitegratig vectors. The decisio rule is to reject the ull hypothesis if the probability (P value) is less tha 5% (0.05). The result is summarized i the tables II ad III below. Table II: Johase Urestricted Coitegratio Rak Test (Trace) Hypothesized Eigevalue Trace Statistics 0.05 Critical Value Prob.** No. of CE(s) Noe * At most 1* At most At most * deotes rejectio of the hypothesis at the 0.05 level **MacKio-Haug-Michelis (1999) p-values Table III: Johase Urestricted Coitegratio Rak Test (Maximum Eigevalue) Hypothesized Eigevalue Max-Eige Statistics 0.05 Critical Value Prob.** No. of CE(s) Noe * At most 1* At most At most * deotes rejectio of the hypothesis at the 0.05 level **MacKio-Haug-Michelis (1999) p-values. Both the trace statistics (table II) ad Eige value statistics (table III) above reveal the rejectio of the first ad secod ull hypotheses at 5% level of sigificace based o our decisio rule. This implies that there is two coitegratig equatios or vectors amog the variables of iterest. Therefore, there is a log ru relatioship betwee the variables. That is, the liear combiatio of these variables cacels out the stochastic tred i the series. Therefore, the estimates multiple regressio model are summarized i table IV below. 56
6 Table: IV: Regressio Estimates Depedet Variable Idepedet Variables Coefficiets t-statistics Probability LOG(RGDP) CONSTANT * R F-statistics Note: * idicates sigificace at 0.05 level. LSMs * RINTR * INF * MS * The result of the regressio (table IV) shows that the idepedet variables (LSMEs, RINTR, INF ad MS) joitly explaied about 87% variatios or chages i ecoomic growth. More specifically, the result reveals that SMEs fiacig (LSMEs) has a positive impact o ecoomic growth. Holdig all other variables costat, the growth rate of the ecoomy will icrease by for every 1 uit icrease i LSMEs o the average. I additio, the result idicates that LSMEs is statistically sigificat i explaiig ecoomic i Nigeria. That is, SMEs is fudametal i achievig ecoomic growth i Nigeria. 5.3 Grager Causality: The grager causality testig procedure is stated as follows: ( RSS R RSS UR ) / m F = RSS UR /( k ) Where; m is equal to the umber of lagged M terms ad k is the umber of parameters estimated i the urestricted regressio. As a way of decisio, the ull hypothesis is rejected if the probability value is less tha the 0.05 level. The grager causality test result betwee ecoomic growth (RGDP) ad SMEs (LSMEs) is preseted i table V below Table V: Grager Causality betwee RGDP ad LSMEs Null Hypothesis F-Statistics Prob. LSMEs does ot grager cause RGDP RGDP does ot grager cause LSMEs The result i table V above reveals that SMEs grager cause ecoomic growth i. This meas that ecoomic growth ca be predicted with great accuracy by usig past values of SMEs, all other thig remaiig uchaged or held costat. O the other had, ecoomic growth does ot grager cause SMEs. This reveals a uidirectioal causal relatioship betwee SMEs ad ecoomic growth i Nigeria. 6.0 Coclusio/Recommedatios The role of SMEs i the achievemet of ecoomic growth i Nigeria was empirically ivestigated by this study, usig a coitegratig regressio model ad grager causality test. The Johase 2 likelihood ratio test statistics, the trace ad maximal eigevalue coitegratio test statistics, reveals two coitegratig equatios or vectors amog the variables of iterest. The coitegratig regressio result idicates that SMEs are statistically sigificat i the determiatio of ecoomic growth. This meas that SMEs remai idispesable i our pursuit of ecoomic growth ad developmet as a atio. I additio, SMEs positively impact or effect ecoomic growth. That implies a boost to the ecoomy for every icrease i the operatios ad activities o SMEs. The added cotrol variables, RINTR, INF ad MS, are all statistically sigificat i explaiig ecoomic growth, with MS impactig ecoomic growth positively, while RINTR ad INF exhibit egative effects. The grager 57
7 causality test reveals a uidirectioal causality betwee SMEs ad ecoomic growth, ruig from the former to the latter. Movig forward, adequate ad coordiated fiacig with relatively low iterest rate should be made available ad assessable to SMEs across Nigeria, as paucity of fud has remaied the major bae to their successful operatios. Also, govermet should make available eeded ifrastructure ad icetives like regular power supply, good roads ad tax holiday. These would greatly ehace ad ecourage the activities of SMEs ad positio them to play their all importat role i the achievemet of ecoomic growth ad developmet i Nigeria. Refereces Bamidele, R. (2012), Small ad medium scale eterprises (SMEs): A Paacea for Ecoomic Growth i Nigeria, Joural of Maagemet ad Corporate Goverace, Volume 4, Jue, Eigbiremole, G.O. (2013), Ivestmet Expediture ad Ecoomic Growth i Nigeria, Germay, Lambert Academic Publishig. Ekpeyog, D. B. (1997) "Problems of Small Busiess ad why they Fail." Joural of Geeral Studies, Bayero, Uiversity, Vol. 3, No.1. Evbuomwa G. O., Ikpi A. E., Okoruwa V. O. ad Akiyosoye V. O. (2012). Prefereces of Micro, Small admedium Scale Eterprises to Fiacial Products i Nigeria. Joural of Agricultural Ecoomics ad Developmet, 1(4), Mahmoud, D. (2005) "Private Sector Developmet ad Poverty Reductio i Nigeria: Maistreamig the Small Medium Eterprises Sector." The Nigeria Ecoomic Submit Group (NESG) Ecoomic Idicators, 11 (1), Jauary -March: pp Moreikeji, S.A. ad Oluchukwu, N.B. (2012), Impact of Small ad Medium Scale Eterprises i the Geeratio Of Employmet I Lagos State. Kuwait Chapter of Arabia Joural of Busiess ad Maagemet Review Vol. 1, No.11; July Nkwe N. (2012), Role of SMES i Botswaa. America Iteratioal Joural of Cotemporary Research Vol. 2 No. 8; August, Oluba, M. (2009). Sausi tsuami: wages of fiacial recklessess. The Spectator, August, 21-27, p.15. Oreoluwa A.R. (2011), Small ad Medium Scale Eterprises ad Ecoomic Growth i Nigeria: A Assessmet of Fiacig Optios. Pakista Joural of Busiess ad Ecoomic Review Vol. 2, Number 1 (2011). Osuagwu, L. (2001), Small Busiess ad Etrepreeurship Maagemet, Surulere, Lagos, Grey Resources Limited. Qureshi, J. H. (2012), The Role of Small ad Medium Size Eterprise i Socio-Ecoomic Sustaiability i Pakista, Global Joural of Maagemet ad Busiess Research, Volume 12, Issue 19, Versio 1.0. Sacerdoti, E. (2005) "Access to Bak Credit i Sub-Sahara Africa: Key Issues ad Reform Strategies. Iteratioal Moetary fud (IMF) Workig Paper WP/05/166, August. Utomi, P. (1997) "The Role of Higher Istitutios i Promotig Etrepreeurship ad Small Busiesses i a Developig Ecoomy: Lesso From Experiece." I FadahusiGlu ad Tuji, Daodu edts., Small ad Medium Eterprises Developmet: Policies, Programmes ad Prospects. West Africa Maagemet Developmet Istitutes Network (W AMDEVN): pp
The Impact of Banks Loan to SMEs on Manufacturing Output in Nigeria
Joural of Social ad Developmet Scieces Vol. 4, No. 5, pp. 212-217, May 2013 (ISSN 2221-1152) The Impact of Baks Loa to SMEs o Maufacturig Output i Nigeria * NWOSA Philip Ifeakachukwu, OSENI Isiaq Olasukami
Impact of Expenditure on Economic Growth in Pakistan
Impact of Expediture o Ecoomic Growth i Pakista Faqeer Muhammad 1 Correspodig Author, 1 PhD studet at Jiagxi Uiversity of Fiace ad Ecoomics, Chia Email: [email protected] Dr. Togsheg Xu 2 2 Professor
Assessment of the Board
Audit Committee Istitute Sposored by KPMG Assessmet of the Board Whe usig a facilitator, care eeds to be take if the idividual is i some way coflicted due to the closeess of their relatioship with the
Harnessing Natural and Human Capital 2009 10
NATURAL RESOURCES INSTITUTE Haressig Natural ad Huma Capital 2009 10 www.ri.org Who we are The Natural Resources Istitute (NRI) is a specialist istitute of the Uiversity of Greewich. We provide research,
A guide to School Employees' Well-Being
A guide to School Employees' Well-Beig Backgroud The public school systems i the Uited States employ more tha 6.7 millio people. This large workforce is charged with oe of the atio s critical tasks to
TIAA-CREF Wealth Management. Personalized, objective financial advice for every stage of life
TIAA-CREF Wealth Maagemet Persoalized, objective fiacial advice for every stage of life A persoalized team approach for a trusted lifelog relatioship No matter who you are, you ca t be a expert i all aspects
WHERE CHANGE IS POSSIBLE
WHERE CHANGE IS POSSIBLE gree workspaces AT TIDES, WE HAVE BEEN WORKING WITH PEOPLE LIKE YOU FOR MORE THAN 30 YEARS TO MAKE THE WORLD A BETTER PLACE. Our missio is to parter with philathropists, foudatios,
THE ROLE OF EXPORTS IN ECONOMIC GROWTH WITH REFERENCE TO ETHIOPIAN COUNTRY
- THE ROLE OF EXPORTS IN ECONOMIC GROWTH WITH REFERENCE TO ETHIOPIAN COUNTRY BY: FAYE ENSERMU CHEMEDA Ethio-Italia Cooperatio Arsi-Bale Rural developmet Project Paper Prepared for the Coferece o Aual Meetig
leasing Solutions We make your Business our Business
if you d like to discover how Bp paribas leasig Solutios Ca help you to achieve your goals please get i touch leasig Solutios We make your Busiess our Busiess We look forward to hearig from you you ca
Making training work for your business
Makig traiig work for your busiess Itegratig core skills of laguage, literacy ad umeracy ito geeral workplace traiig makes sese. The iformatio i this pamphlet will help you pla for ad build a successful
1 Correlation and Regression Analysis
1 Correlatio ad Regressio Aalysis I this sectio we will be ivestigatig the relatioship betwee two cotiuous variable, such as height ad weight, the cocetratio of a ijected drug ad heart rate, or the cosumptio
Prescribing costs in primary care
Prescribig costs i primary care LONDON: The Statioery Office 13.50 Ordered by the House of Commos to be prited o 14 May 2007 REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 454 Sessio 2006-2007 18 May
Lesson 17 Pearson s Correlation Coefficient
Outlie Measures of Relatioships Pearso s Correlatio Coefficiet (r) -types of data -scatter plots -measure of directio -measure of stregth Computatio -covariatio of X ad Y -uique variatio i X ad Y -measurig
How To Find FINANCING For Your Business
How To Fid FINANCING For Your Busiess Oe of the most difficult tasks faced by the maagemet team of small busiesses today is fidig adequate fiacig for curret operatios i order to support ew ad ogoig cotracts.
France caters to innovative companies and offers the best research tax credit in Europe
1/5 The Frech Govermet has three objectives : > improve Frace s fiscal competitiveess > cosolidate R&D activities > make Frace a attractive coutry for iovatio Tax icetives have become a key elemet of public
Current Account Balance Implications of Consumer Loans: The Case of Turkey
55 Curret Accout Balace Implicatios of Cosumer Loas: The Case of Turkey Evrim Turgutlu * Dokuz Eylul Uiversity Abstract: This paper aalyzes the impact of cosumer loas o the curret accout balace of Turkey
Audit of Assumptions for the March 2001 Budget. REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 304 Session 2000 2001: 7 March 2001
Audit of Assumptios for the March 2001 Budget REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 304 Sessio 2000 2001: 7 March 2001 Audit of Assumptios for the March 2001 Budget REPORT BY THE COMPTROLLER
Hypothesis testing. Null and alternative hypotheses
Hypothesis testig Aother importat use of samplig distributios is to test hypotheses about populatio parameters, e.g. mea, proportio, regressio coefficiets, etc. For example, it is possible to stipulate
LEASE-PURCHASE DECISION
Public Procuremet Practice STANDARD The decisio to lease or purchase should be cosidered o a case-by case evaluatio of comparative costs ad other factors. 1 Procuremet should coduct a cost/ beefit aalysis
*The most important feature of MRP as compared with ordinary inventory control analysis is its time phasing feature.
Itegrated Productio ad Ivetory Cotrol System MRP ad MRP II Framework of Maufacturig System Ivetory cotrol, productio schedulig, capacity plaig ad fiacial ad busiess decisios i a productio system are iterrelated.
TESTING FOR GRANGER CAUSALITY BETWEEN RENEWABLE ENERGY CONSUMPTION, GDP, CO 2 EMISSION, AND FOSSIL FUEL PRICES IN THE USA.
TESTING FOR GRANGER CAUSALITY BETWEEN RENEWABLE ENERGY CONSUMPTION, GDP, CO 2 EMISSION, AND FOSSIL FUEL PRICES IN THE USA. MustafaYasiYeice [email protected] Valboa Bejleri [email protected] Uiversity
How to read A Mutual Fund shareholder report
Ivestor BulletI How to read A Mutual Fud shareholder report The SEC s Office of Ivestor Educatio ad Advocacy is issuig this Ivestor Bulleti to educate idividual ivestors about mutual fud shareholder reports.
Automatic Tuning for FOREX Trading System Using Fuzzy Time Series
utomatic Tuig for FOREX Tradig System Usig Fuzzy Time Series Kraimo Maeesilp ad Pitihate Soorasa bstract Efficiecy of the automatic currecy tradig system is time depedet due to usig fixed parameters which
What is IT Governance?
30 Caada What is IT Goverace? ad why is it importat for the IS auditor By Richard Brisebois, pricipal of IT Audit Services, Greg Boyd, Director ad Ziad Shadid, Auditor. from the Office of the Auditor Geeral
Evaluating Model for B2C E- commerce Enterprise Development Based on DEA
, pp.180-184 http://dx.doi.org/10.14257/astl.2014.53.39 Evaluatig Model for B2C E- commerce Eterprise Developmet Based o DEA Weli Geg, Jig Ta Computer ad iformatio egieerig Istitute, Harbi Uiversity of
INVESTING IN SOCIAL CHANGE TOOLS FOR SOCIAL INNOVATION
INVESTING IN SOCIAL CHANGE TOOLS FOR SOCIAL INNOVATION At Tides, we have bee workig for more tha 30 years with people like you to make the world a better place. Our missio is to parter with activists,
AN ECONOMIC ANALYSIS OF VISVESVARYA URBAN COOPERATIVE BANK
62 AN ECONOMIC ANALYSIS OF VISVESVARYA URBAN COOPERATIVE BANK K. Ravichadra, Deputy Director, Istitute of Cooperative Maagemet, Thiruvaathapuram. V. Alagu Padia, Faculty Member, Istitute of Cooperative
Yahaya Sani, Jigawa State College Of Education Gumel, Nigeria. Email: [email protected]
Ehacig Sustaiable Competitive Advatage: The Mediatig Effect of Resource Rareess betwee Strategic Maagemet Elemets ad Iovatio. Experiece from Nigeria s Maufacturig Sector Yahaya Sai, Jigawa State College
A Guide to Better Postal Services Procurement. A GUIDE TO better POSTAL SERVICES PROCUREMENT
A Guide to Better Postal Services Procuremet A GUIDE TO better POSTAL SERVICES PROCUREMENT itroductio The NAO has published a report aimed at improvig the procuremet of postal services i the public sector
Institute of Actuaries of India Subject CT1 Financial Mathematics
Istitute of Actuaries of Idia Subject CT1 Fiacial Mathematics For 2014 Examiatios Subject CT1 Fiacial Mathematics Core Techical Aim The aim of the Fiacial Mathematics subject is to provide a groudig i
DC College Savings Plan Helping Children Reach a Higher Potential
529 DC College Savigs Pla Helpig Childre Reach a Higher Potetial reach Sposored by Govermet of the District of Columbia Office of the Mayor Office of the Chief Fiacial Officer Office of Fiace ad Treasury
Inference on Proportion. Chapter 8 Tests of Statistical Hypotheses. Sampling Distribution of Sample Proportion. Confidence Interval
Chapter 8 Tests of Statistical Hypotheses 8. Tests about Proportios HT - Iferece o Proportio Parameter: Populatio Proportio p (or π) (Percetage of people has o health isurace) x Statistic: Sample Proportio
Linkages of Short- and Long-term Policy Measures
Likages of Short- ad Log-term Policy Measures Zafar Adeel Eviromet ad Sustaiable Developmet Programme Uited Natios Uiversity Tokyo 150-8925, Japa The pollutio of groudater, particularly drikig ater, by
EVALUATION OF THE EFFECTIVENESS OF THE QUALITY MANAGEMENT SYSTEM OF THE SERVICE ENTERPRISE
EVALUATION OF THE EFFECTIVENESS OF THE QUALITY MANAGEMENT SYSTEM OF THE SERVICE ENTERPRISE Rimatas Zajarskas, Juozas Ruževičius 2 Vilius Uiversity, Lithuaia, [email protected] 2 Vilius Uiversity,
ijcrb.webs.com INTERDISCIPLINARY JOURNAL OF CONTEMPORARY RESEARCH IN BUSINESS DECEMBER 2011 VOL 3, NO 8
Job Satisfactio amog Public ad Private College Teachers of District Faisalabad, Pakista: A Comparative Aalysis. Khalid Latif. Lecturer. Govermet College Uiversity Faisalabad, Pakista. Muhammad Naeem Shahid.(Correspodig
A GUIDE TO BUILDING SMART BUSINESS CREDIT
A GUIDE TO BUILDING SMART BUSINESS CREDIT Establishig busiess credit ca be the key to growig your compay DID YOU KNOW? Busiess Credit ca help grow your busiess Soud paymet practices are key to a solid
The analysis of the Cournot oligopoly model considering the subjective motive in the strategy selection
The aalysis of the Courot oligopoly model cosiderig the subjective motive i the strategy selectio Shigehito Furuyama Teruhisa Nakai Departmet of Systems Maagemet Egieerig Faculty of Egieerig Kasai Uiversity
PSYCHOLOGICAL STATISTICS
UNIVERSITY OF CALICUT SCHOOL OF DISTANCE EDUCATION B Sc. Cousellig Psychology (0 Adm.) IV SEMESTER COMPLEMENTARY COURSE PSYCHOLOGICAL STATISTICS QUESTION BANK. Iferetial statistics is the brach of statistics
CREATIVE MARKETING PROJECT 2016
CREATIVE MARKETING PROJECT 2016 The Creative Marketig Project is a chapter project that develops i chapter members a aalytical ad creative approach to the marketig process, actively egages chapter members
Non-life insurance mathematics. Nils F. Haavardsson, University of Oslo and DNB Skadeforsikring
No-life isurace mathematics Nils F. Haavardsso, Uiversity of Oslo ad DNB Skadeforsikrig Mai issues so far Why does isurace work? How is risk premium defied ad why is it importat? How ca claim frequecy
Preserving Your Financial Legacy with Life Insurance Premium Financing.
Preservig Your Fiacial Legacy with Life Isurace Premium Fiacig. Prepared by: Keeth M. Fujita, Natioal Director, The Private Bak Specialty Fiace Group Life Isurace Premium Fiace. James Mosrie, Seior Wealth
Investing in Stocks WHAT ARE THE DIFFERENT CLASSIFICATIONS OF STOCKS? WHY INVEST IN STOCKS? CAN YOU LOSE MONEY?
Ivestig i Stocks Ivestig i Stocks Busiesses sell shares of stock to ivestors as a way to raise moey to fiace expasio, pay off debt ad provide operatig capital. Ecoomic coditios: Employmet, iflatio, ivetory
The Forgotten Middle. research readiness results. Executive Summary
The Forgotte Middle Esurig that All Studets Are o Target for College ad Career Readiess before High School Executive Summary Today, college readiess also meas career readiess. While ot every high school
Business Process Services. White Paper. Smart Ways to Implement Smart Meters: Using Analytics for Actionable Insights and Optimal Rollout
Busiess Process Services White Paper Smart Ways to Implemet Smart Meters: Usig Aalytics for Actioable Isights ad Optimal Rollout About the Authors Sumit Joshi Sumit is part of the Aalytics ad Isights team
INDEPENDENT BUSINESS PLAN EVENT 2016
INDEPENDENT BUSINESS PLAN EVENT 2016 The Idepedet Busiess Pla Evet ivolves the developmet of a comprehesive proposal to start a ew busiess. Ay type of busiess may be used. The Idepedet Busiess Pla Evet
Management of Receivables, The Case of the Czech Republic
Maagemet of Receivables, The Case of the Czech Republic EVA KOLAROVA, MILANA OTRUSINOVA Departmet of Fiace ad Accoutig Tomas Bata Uiversity i Zli Faculty of Maagemet ad Ecoomics Nam. T. G. Masaryka 5555,
T H E N O N P R O F I T S E C T O R I N B R I E F :
URBAN INSTITUTE T H E N O N P R O F I T S E C T O R I N B R I E F : Public Charities, Givig, ad Voluteerig, 2012 Amy S. Blackwood, Katie L. Roeger, ad Sarah L. Pettijoh This brief summarizes ad expads
Optimize your Network. In the Courier, Express and Parcel market ADDING CREDIBILITY
Optimize your Network I the Courier, Express ad Parcel market ADDING CREDIBILITY Meetig today s challeges ad tomorrow s demads Aswers to your key etwork challeges ORTEC kows the highly competitive Courier,
GoVal Group Government Consulting and Valuation Advisory Group. real. Real expertise. Real choices. Real value.
GoVal Group Govermet Cosultig ad Valuatio Advisory Group real. Real expertise. Real choices. Real value. Novogradac s GoVal Group Specialized cosultig services from a idustry leader. real choices. A uique
Statement of cash flows
6 Statemet of cash flows this chapter covers... I this chapter we study the statemet of cash flows, which liks profit from the statemet of profit or loss ad other comprehesive icome with chages i assets
FOCUS 2015 PATHWAYS EXTRAORDINARY EXPERIENCES COMMUNITY CONNECTIONS OPERATIONAL EXCELLENCE STRATEGIC PLAN. INSPIRE n TRANSFORM n CONNECT
INSPIRE TRANSFORM CONNECT FOCUS 2015 STRATEGIC PLAN PATHWAYS EXTRAORDINARY EXPERIENCES COMMUNITY CONNECTIONS OPERATIONAL EXCELLENCE FOCUS 2015 is our refreshed strategic pla that builds o ad stregthes
Anti-Money Laundering
Ati-Moey Lauderig Over the last year, moey-lauderig crimes siphoed a estimated $1.3 trillio out of the global ecoomy.* I light of this staggerig statistic, the resultig striget legislatio is uderstadable.
STUDENTS PARTICIPATION IN ONLINE LEARNING IN BUSINESS COURSES AT UNIVERSITAS TERBUKA, INDONESIA. Maya Maria, Universitas Terbuka, Indonesia
STUDENTS PARTICIPATION IN ONLINE LEARNING IN BUSINESS COURSES AT UNIVERSITAS TERBUKA, INDONESIA Maya Maria, Uiversitas Terbuka, Idoesia Co-author: Amiuddi Zuhairi, Uiversitas Terbuka, Idoesia Kuria Edah
Vladimir N. Burkov, Dmitri A. Novikov MODELS AND METHODS OF MULTIPROJECTS MANAGEMENT
Keywords: project maagemet, resource allocatio, etwork plaig Vladimir N Burkov, Dmitri A Novikov MODELS AND METHODS OF MULTIPROJECTS MANAGEMENT The paper deals with the problems of resource allocatio betwee
A U T O M O T I V E I dustry Sapshot Growth Patter Two primary compoets of the automotive idustry are automotive services ad maufacturig (Source: U S Bureau of Ecoomic Aalysis) With respect to 2001 Gross
Annuities Under Random Rates of Interest II By Abraham Zaks. Technion I.I.T. Haifa ISRAEL and Haifa University Haifa ISRAEL.
Auities Uder Radom Rates of Iterest II By Abraham Zas Techio I.I.T. Haifa ISRAEL ad Haifa Uiversity Haifa ISRAEL Departmet of Mathematics, Techio - Israel Istitute of Techology, 3000, Haifa, Israel I memory
A GUIDE TO LEVEL 3 VALUE ADDED IN 2013 SCHOOL AND COLLEGE PERFORMANCE TABLES
A GUIDE TO LEVEL 3 VALUE ADDED IN 2013 SCHOOL AND COLLEGE PERFORMANCE TABLES Cotets Page No. Summary Iterpretig School ad College Value Added Scores 2 What is Value Added? 3 The Learer Achievemet Tracker
Forecasting. Forecasting Application. Practical Forecasting. Chapter 7 OVERVIEW KEY CONCEPTS. Chapter 7. Chapter 7
Forecastig Chapter 7 Chapter 7 OVERVIEW Forecastig Applicatios Qualitative Aalysis Tred Aalysis ad Projectio Busiess Cycle Expoetial Smoothig Ecoometric Forecastig Judgig Forecast Reliability Choosig the
ADAPTIVE NETWORKS SAFETY CONTROL ON FUZZY LOGIC
8 th Iteratioal Coferece o DEVELOPMENT AND APPLICATION SYSTEMS S u c e a v a, R o m a i a, M a y 25 27, 2 6 ADAPTIVE NETWORKS SAFETY CONTROL ON FUZZY LOGIC Vadim MUKHIN 1, Elea PAVLENKO 2 Natioal Techical
A Balanced Scorecard
A Balaced Scorecard with VISION A Visio Iteratioal White Paper Visio Iteratioal A/S Aarhusgade 88, DK-2100 Copehage, Demark Phoe +45 35430086 Fax +45 35434646 www.balaced-scorecard.com 1 1. Itroductio
.04. This means $1000 is multiplied by 1.02 five times, once for each of the remaining sixmonth
Questio 1: What is a ordiary auity? Let s look at a ordiary auity that is certai ad simple. By this, we mea a auity over a fixed term whose paymet period matches the iterest coversio period. Additioally,
Lesson 15 ANOVA (analysis of variance)
Outlie Variability -betwee group variability -withi group variability -total variability -F-ratio Computatio -sums of squares (betwee/withi/total -degrees of freedom (betwee/withi/total -mea square (betwee/withi
2 Time Value of Money
2 Time Value of Moey BASIC CONCEPTS AND FORMULAE 1. Time Value of Moey It meas moey has time value. A rupee today is more valuable tha a rupee a year hece. We use rate of iterest to express the time value
Baan Service Master Data Management
Baa Service Master Data Maagemet Module Procedure UP069A US Documetiformatio Documet Documet code : UP069A US Documet group : User Documetatio Documet title : Master Data Maagemet Applicatio/Package :
Performance Evaluation and Prioritization of Leasing Companies Using the Super Efficiency Data Envelopment Analysis Model
Acta Polytechica Hugarica Vol. 9, No. 3, 2012 Performace Evaluatio ad Prioritizatio of Leasig Compaies Usig the Super Efficiecy Data Evelopmet Aalysis Model Vahid Majazi Dalfard 1, Arash Sohrabia 2, Ali
1 Computing the Standard Deviation of Sample Means
Computig the Stadard Deviatio of Sample Meas Quality cotrol charts are based o sample meas ot o idividual values withi a sample. A sample is a group of items, which are cosidered all together for our aalysis.
(VCP-310) 1-800-418-6789
Maual VMware Lesso 1: Uderstadig the VMware Product Lie I this lesso, you will first lear what virtualizatio is. Next, you ll explore the products offered by VMware that provide virtualizatio services.
A Guide to the Pricing Conventions of SFE Interest Rate Products
A Guide to the Pricig Covetios of SFE Iterest Rate Products SFE 30 Day Iterbak Cash Rate Futures Physical 90 Day Bak Bills SFE 90 Day Bak Bill Futures SFE 90 Day Bak Bill Futures Tick Value Calculatios
Data Analysis and Statistical Behaviors of Stock Market Fluctuations
44 JOURNAL OF COMPUTERS, VOL. 3, NO. 0, OCTOBER 2008 Data Aalysis ad Statistical Behaviors of Stock Market Fluctuatios Ju Wag Departmet of Mathematics, Beijig Jiaotog Uiversity, Beijig 00044, Chia Email:
Wells Fargo Insurance Services Claim Consulting Capabilities
Wells Fargo Isurace Services Claim Cosultig Capabilities Claim Cosultig Claims are a uwelcome part of America busiess. I a recet survey coducted by Fulbright & Jaworski L.L.P., large U.S. compaies face
UK Grant-making Trusts and Foundations
SECTOR INSIGHT UK Grat-makig Trusts ad Foudatios 2015 Tom Trayor Dr Catherie Walker dsc directory of social chage Published by the Directory of Social Chage (Registered Charity o. 800517 i Eglad ad Wales)
Agricultural & Agri-Business Grant Opportunities. Presented By: Connie Miner Grant Consultant
Agricultural & Agri-Busiess Grat Opportuities Preseted By: Coie Mier Grat Cosultat NYS Dept. of Agriculture & Markets: Overview of eligibility requiremets: Agricultural & Farmlad Protectio Boards Erie
ACTUARIAL TECHNIQUES TO ASSESS THE FINANCIAL PERFORMANCE. INSURANCE APPLICATIONS
Aals of the Uiversity of Petroşai, Ecoomics, 2(2), 22, 7-76 7 ACTUARIAL TECHNIQUE TO AE THE FINANCIAL PERFORMANCE. INURANCE APPLICATION MIHAELA BOTEA, MARINEL NEELUŢ, CORINA IOANĂŞ, MIHAELA GRUIECU * ABTRACT:
Center, Spread, and Shape in Inference: Claims, Caveats, and Insights
Ceter, Spread, ad Shape i Iferece: Claims, Caveats, ad Isights Dr. Nacy Pfeig (Uiversity of Pittsburgh) AMATYC November 2008 Prelimiary Activities 1. I would like to produce a iterval estimate for the
FI A CIAL MATHEMATICS
CHAPTER 7 FI A CIAL MATHEMATICS Page Cotets 7.1 Compoud Value 117 7.2 Compoud Value of a Auity 118 7.3 Sikig Fuds 119 7.4 Preset Value 122 7.5 Preset Value of a Auity 122 7.6 Term Loas ad Amortizatio 123
BENEFIT-COST ANALYSIS Financial and Economic Appraisal using Spreadsheets
BENEIT-CST ANALYSIS iacial ad Ecoomic Appraisal usig Spreadsheets Ch. 2: Ivestmet Appraisal - Priciples Harry Campbell & Richard Brow School of Ecoomics The Uiversity of Queeslad Review of basic cocepts
Platform Solution. White Paper. Transaction Based Pricing in BPO: In Tune with Changing Times
Platform Solutio White Paper Trasactio Based Pricig i BPO: I Tue with Chagig Times About the Author(s) Raj Agrawal Curret Desigatio Raj heads the Platform Solutios Uit at TCS. I his career spaig over 19
SOCIAL MEDIA. Keep the conversations going
SOCIAL MEDIA Keep the coversatios goig Social media is where most of the world is. It is therefore a ope source of cosumer data, a chael of commuicatio ad a platform for establishig relatioships with customers.
CHAPTER 3 THE TIME VALUE OF MONEY
CHAPTER 3 THE TIME VALUE OF MONEY OVERVIEW A dollar i the had today is worth more tha a dollar to be received i the future because, if you had it ow, you could ivest that dollar ad ear iterest. Of all
Contract Governance Guidelines. April 2014
Cotract Goverace Guidelies April 2014 1 2 Ackowledgemet The Departmet of Family ad Commuity Services (FACS) uder cotract with CPLI Pty Limited ad Terece Burke, ad usig The Burke Four Pillars Model of Cotract
