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TheSierraLeone2023WorldBankEnterpriseSurveyImplementationReport
I.Introduction
ThisdocumentprovidesinformationontheWorldBankEnterpriseSurveys(WBES)implementedinSierraLeonebetweenDecember2022andApril2023.TheWBEScollectbothobjectivedatabasedonfirms’day-to-dayexperiences,andperceptionsofenterprisesregardingthebusinessenvironmentinwhichtheyoperate.TheWBEScurrentlycoverover194,000firmsin155countrieswithatotalof308surveyssince2006.TheWBESarealsousedtobuildapanelofenterprisedatathatwillmakeitpossibletotrackchangesinthebusinessenvironmentovertime.1
Thisreportdescribesthesamplingdesignofthesurvey,thedatasetstructureaswellasadditionalinformationthatmaybeusefulwhenusingthedata,suchasinformationonsurveynon-responseandtheappropriateuseofthesamplingweights.
II.SamplingStructure
TheWBESusestratifiedrandomsampling,wherethepopulationofestablishmentsisfirstseparatedintonon-overlappinggroups,calledstrata,andthenrespondentsareselectedthroughsimplerandomsamplingfromeachstratum.ThedetailedmethodologyisprovidedintheSamplingNote.2Stratifiedrandomsamplinghasseveraladvantagesoversimplerandomsampling.Inparticular,it:
•producesunbiasedestimatesofthewholepopulationoruniverseofinference,aswellasatthelevelsofstratification
•ensuresrepresentativenessbyincludingobservationsinallofthosecategories
•producesmorepreciseestimatesforagivensamplesizeorbudgetallocation,and
•mayreduceimplementationcostsbysplittingthepopulationintoconvenientsubdivisions.
TheWBEStypicallyusethreelevelsofstratification:industryclassification,establishmentsize,andsubnationalregion(usedincombination).Startingin2022,theWBESbasestheindustryclassificationonISICRev.4(withearliersurveysusingISICRev.3.1).3Forregionalcoveragewithinacountry,theWBEShasnationalcoverage.
1A“panelinterview”referstoaninterviewwithabusinessthatwasalsointerviewedinthepreviousWBES.
2TheSamplingNoteisavailableat:
/content/dam/enterprisesurveys/documents/methodology/Sampling_Note-
Consolidated-2-16-22.pdf.
Forfurthermethodologicalbackgroundsee,RichardL.Scheaffer;Mendenhall,W.;
Lyman,R.,“ElementarySurveySampling”,FifthEdition,1996.
3TheWBESuniverseincludes:allmanufacturing(ISIC4.0codes10-32),services(ISIC4.0codes33,41-43,45-47,49-56,58,61,62,69-75,79,95).DetailsonsectoralcoverageandtheWBESuniverseofinferencecanbefoundintheEnterpriseSurveysManualandGuide(p.4).
2
II.1StratificationCategories
TheSierraLeone2023WBESusesthefollowingstratificationcategories(withISIC4.0codedesignationinparenthesis):
•Industry:2categories:
•Manufacturing(SectionC)
•Services(SectionsF,G,H,I,M,andcodes58,61,62,79,95)
•Size:3categories:Small(5to19employees),Medium(20to99employees),Large(100ormoreemployees)
•Region:4categories:WesternArea,NorthernandNorthWestProvince,EasternProvince,SouthernProvince
Sectoralstratificationwasdeterminedsuchthatboththemanufacturingandtheservicessectormeettheminimumcriteriaofrepresentativenessatthe7.5%marginoferrorand90%confidenceinterval.
RegionstrataoftheSierraLeone2023WBESwereselectedbasedonadministrativedivisions.ThisincludestheWesternArea,NorthernandNorthWestProvincecombinedintoone,EasternProvince,andSouthernProvince.
II.2Universe
Theuniverseofinferenceincludesallformal(i.e.,registered)privatesectorbusinesses(withatleast1%privateownership)andwithatleastfiveemployees.Intermsofsectoralcriteria,allmanufacturingbusinesses(ISICRev4.codes10-33)areeligible;forservicesbusinesses,thosecorrespondingtotheISICRev4codes41-43,45-47,49-53,55-56,58,61-62,69-75,79,and95areincludedintheEnterpriseSurveys.CooperativesandcollectivesareexcludedfromtheEnterpriseSurveys.Alleligibleestablishmentsmustberegisteredwiththeregistrationagency.InthecaseofSierraLeone,registrationwasfromtheCorporateAffairsCommission.Theuniversetableisthetotalnumberofeligibleestablishments,andthetableispartitionedbythestratificationgroups(industryclassification,establishmentsize,andsubnationalregion)inacountry.
FortheSierraLeone2023WBES,theuniversetable,showninTable1below,wasobtainedfromthe2016BusinessEstablishmentCensus.ThesurveywasconductedbetweenDecember2022andApril2023.TheECisthecompletecountofallestablishmentslocatedwithinthegeographicalboundariesofthecountry.Thesub-setcorrespondingtothestandardESuniversewasused.ThecompletenessoftheUniverseTable(andtheSamplingFrame)wascheckedandupdatedbyKantarTNSSenegal.
II.3SamplingFrame
TheWBESrequiresthemostcompleteandup-to-dateSamplingFrame,thelistofeligibleestablishmentswithinformationonindustryclassification,size,addressandothercontactinformationthatwillbeusedtorandomlyselectthesample.Incountrieswhereapreviousround
3
oftheWBESexists,theSamplingFramealsoincludesthePanelSamplingFrame,whichprovidesinformationaboutalltheestablishmentsthatparticipatedinthepreviousroundoftheWBESinthecountry.
TheSamplingFramefortheSierraLeone2023WBESwasconstructedfromthefollowingsources(seecountsofestablishmentsintheframeinTable2):thepanelsamplingframewasusesinformationonalltheestablishmentsthatparticipatedintheSierraLeone2017WBES.TheFreshSamplingFrame,i.e.,listofestablishmentsthatareintheWBESuniverseandthathavenotparticipatedintheSierraLeone2017WBESwasobtainedfromthe2016BusinessEstablishmentCensus(sub-samplecorrespondingtotheESservicesuniverse).KantarTNSSenegal(TNSRMSSenegal)verifiedandupdatedthislistwithliststhroughpubliclyavailablesourcesforsomebusinessorganizationstotrytoupdatethecensusdataasmuchaspossible,whileavoidingintroducingduplicatesasmuchaspossible.
ForeveryWBES,necessarymeasuresaretakentoensurethequalityoftheframe;however,thesampleframesarenotimmunetothetypicalproblemsfoundinestablishmentsurveys:positiveratesofnon-eligibility,repetition,non-existentunits,etc.Giventheimpactthatnon-eligibleunitsincludedinthesampleuniversemayhaveontheresults,eligibilityadjustmentsmaybeneededwhencomputingtheappropriatesamplingweightsforindividualobservations(ifandonlyiftheweightsarecomputedthesamplingframethatisalsotheuniverse).Table4reportsresponseoutcomes.
II.4SampleDesign
TheWBESsampledesign,i.e.,targetnumberofinterviewsineachcombinationofstratificationcategories(cells),isgeneratedusingthetwoprimarycriteria:1)minimizethedifferencefromthepurelyproportionalsamplewithineachcell;and2)achieveasufficientsamplesizebystratificationcategorytoallowforestimatesofagivenlevelofprecision.4AdditionalinformationonthecriteriafordeterminingthesamplesizebystratificationcategoryisgivenintheSamplingNote,andadditionalinformationonthesampledesignisgivenintheEnterpriseSurveysManualandGuide.5TheoriginalsurveydesignfortheSierraLeone2023WBESisgiveninTable3.
III.DataCollection
ThedetailedinformationontheWBESmethodologyanddatacollectionisprovidedintheEnterpriseSurveysManualandGuide.TheinterviewsfortheSierraLeone2023WBESwereconductedbetweenDecember2022andApril2023.TheinterviewswereconductedinEnglish.
4Additionalconstraintsarealsoconsideredinthedesignstage.Thesearegenerallypracticalandinclude,forexample,havingasufficientnumberofavailablecontactsinthesample.
5TheEnterpriseSurveysManualandGuideisavailableat:
/content/dam/enterprisesurveys/documents/methodology/Enterprise-Surveys-
Manual-and-Guide.pdf
4
NotethatstartingJanuary2023,thenewSierraLeoneanLeone(SLE)cameintofulleffect,whichisaredenominationoftheoldLeones(SLL)atarateof1000SLLto1SLE.AllmonetaryvariablesarereflectedinthenewSierraLeoneanLeones(SLE).Specialtrainingandadditionalprecautionsimplementedtoverifyanymonetaryvariables.
III.1Questionnaire
ThestandardWBESquestionnairecoversseveraltopicsregardingthebusinessenvironmentandbusinessperformance.Thesetopicsincludegeneralfirmcharacteristics,infrastructure,salesandsupplies,managementpractices,competition,innovation,capacity,landandpermits,finance,business-governmentrelations,exposuretobribery,labor,andperformance.InformationaboutthegeneralstructureofthequestionnaireisavailableintheEnterpriseSurveysManualandGuide.
III.2Contractor
ThefieldworkfortheSierraLeone2023WBESwasimplementedbyKantarTNSSenegal(TNSRMSSenegal)throughtheirsub-contractorLeonefields.TheselectionfortheimplementingagencyfollowedthestandardWorldBankprocurementpracticesthataredescribedinmoredetailintheEnterpriseSurveysManualandGuide.
III.3Samplingandscreening
SamplesaredrawnbytheEnterpriseSurveysteaminbatches,followingthestratificationandsampledesign.Screeningoffirmsforeligibilitywasconductedinthefield.ResultsofthescreeningareprovidedusingtheeligibilityandstatuscodesaslistedinTable4.Incasesofunitnon-response(eitherarefusaloraninabilitytoobtainaninterviewafterexhaustiveattempts),thecontractorproceededwiththecontactthatappearednextinthelistdrawnintherespectivecell.TheprocessofsamplingandscreeningisdescribedinmoredetailintheEnterpriseSurveysManualandGuide.
III.4Surveyresponse
Inallsurveys,includingtheWBES,somerespondentschoosenottoparticipate.TheEnterpriseAnalysisteamandthecontractortakeallnecessarymeasurestoboostparticipation,throughvariousmethodsofrecruitment.Thepropermanagementofthescreeningprocessandsamplereplacementensuresthattheresultingsampleremainsrandom.
Themainmeasureofsurveyparticipationistheyield,whichistheratioofthetotalnumberofachievedinterviewstothetotalnumberofcontactedestablishments.Therearetwomainelementsthatboostyields.Firstisthesurveyparticipationrate,measuredastheshareofestablishmentsthatparticipatedamongthosethatcanbeassumedtohavebeeneligible.Thesecondelementisthequalityofframe.Ifonlyasmallfractionofthecontactedestablishmentsisactuallyeligibletoparticipateinthesurvey,thenthesamplingframeisfarfromideal.ThisqualityismeasuredbytheratioofthetotalnumberofestablishmentsthatcanbeassumedtobeeligiblefortheWBESwiththetotalnumberofcontactedestablishmentsintheframe.Inotherwords:
5
yield=surveyresponserate*Rateofqualityoftheframe
whichcanrewrittenasfollows:
Table5providesthesemeasuresfortheSierraLeone2023WBESandacrossitsstratificationlevels.
III.5AchievedSample
Tables6and7providecountoftheWBESinterviewscollectedforeachstratificationcell,i.e.,brokendownbyindustry,establishmentsize,andregion.Table6reportsfullsample,whileTable7showscountsofonlypanelinterviews.
III.6SamplingWeights
SincetheWBESusesstratifiedrandomsampling,individualobservationsshouldbeproperlyweightedwhenmakinginferencesaboutthepopulation,sinceunweightedestimatesarebiasedunlesssamplesizesareproportionaltothesizeofeachstratum.ForeachWBES,specialcareisgiventocorrectlycomputesamplingweights.WhenevertheUniverseisusedtodrawthesample(i.e.,SamplingFrameisthesameastheUniverse)itisimperativetoaccuratelyadjusttheuniversewithineachstratumtoaccountforthepresenceofineligibleestablishments(e.g.,thefirmdiscontinuedbusinesses,orisdeemedineligibleduetoitsbusinessactivityorhavingfewerthanfiveemployees).Propertreatmentofpanelestablishmentsisalsocrucial.DetailsabouthowtheWBESsamplingweightsarecalculatedaregivenintheSamplingNote.
Threeversionsofsamplingweightsarecalculated,dependingontheassumptionsthatdetermineeligibilityofestablishmentstobecountedtowardstheWBESuniverse.Theseassumptionsarecalledweak,medium,andstrong;andaredefinedasgiveninthetablebelow.PrevalenceofeachoftheseoutcomesfortheSierraLeone2023WBESisgiveninTable4.AllindicatorsandanalysisconductedbytheEnterpriseSurveysteamusethesamplingweightsbasedonthemedianassumption.Tables8-10reportestimateduniversebasedontherespectiveassumption.
Assumption
EligibilitycodesforinclusionintheWBESuniverse
Strict
1,2,3,4,16
Median
1,2,3,4,16,10,11,13
Weak
1,2,3,4,16,10,11,13,91,92,93,94,12
Fordescriptionsofeacheligibilitycode,seeTable4.
III.7Itemresponserates
Itemresponseratemustbedifferentiatedfromsurveyresponserates.Thelatterreferstoparticipationinthesurveyitself(seeSectionIII.4)whereastheformerreferstotheabsenceof
6
responsestospecificsurveyquestions.6TheWBES,asanysurvey,sufferfromitemnon-response;anddifferentstrategiesareusedbythedatacollectionteamtoaddressthis.Inparticular:
•Forsensitivequestions,suchasoncorruptionortaxevasion,enumeratorswereinstructedtocollecttherefusaltorespond(-8)asaseparateresponsecategoryfromdon’tknow(-9).
•Establishmentswithincompleteinformationwerere-contactedtofillgaps.
Table11providesitemresponseratesforseveralkeyvariables,brokendownacrossthestratificationlevels.
III.8DatabaseStructure
TheWBESdatafilesareorganizedinwaysthatreflectthecorrespondingquestionnaire.Thevariablesthatarestandardacrosscountrieshavethefirstletterintheirnamecorrespondtothequestionnairesectionwherethevariablebelongsinthequestionnaire,i.e.,a1denotessectionA.Allvariablesarenumericwiththeexceptionofthosevariableswithan“x”attheendoftheirnames.Thesuffix“x”denotesthatthevariableisalpha-numeric.
TheWBESdatafilescontaintwoestablishmentidentifiers,idstdandid.Theformerisaglobaluniqueidentifierofeachestablishment,whilethelatterisuniqueidentifierwithineachsurvey.ThevariableidstdcanbeusedtomatchtheWBESestablishmentone-to-oneacrossdatabases.Thevariableswweak,wmedian,andwstrongcorrespondingtosamplingweightsbasedon,respectively,weak,median,andstrongassumptionsabouteligibility(seeSectionIII.6).Thevariablestratacorrespondstothestratumofeachobservation.
Additionally,theWBESdatafilescontainmanystandardvariables.Thevariabled1a2_v4denotesthemainactivityoftheestablishment,asobtainedduringtheWBESinterview,codedinthefour-digitISICRev.4.UsersshouldnotethatthisactivitymaydifferfromtheindustryclassificationgivenintheSamplingFrame,a4a.Usersaregenerallyadvisedtouseindustrycategoriesbasedontherealizedinformationind1a2_v4.Additionalsamplinginformationiscontainedinvariablesa2(region)anda6a(size).Thevariablepanelidentifiespanelestablishments,i.e.,thosethatparticipatedintheSierraLeone2017WBES.Thecombinationofa4a,a2,a6a,andpanelformsstratumofeachestablishment,whichiscontainedinvariablestrata.
Thelastcompletefiscalyearforeachestablishmentiscontainedinvariablesa20m(lastmonthoflastcompletefiscalyear)anda20y(lastcompletefiscalyear).
NotethatwhenanentryintheWBESdatabaseisempty,thismeansthatthequestionwasnotaskedtothecorrespondingrespondent.Thishappenswhenthequestionisdeemedinapplicable,duetoskippatternsorotherreasons.Incaseswhenthequestionwasposed,someentryisprovided,includingdon'tknow,whichisanexampleofitemnon-response.
6TheWBESquestionnaireisorganizedsothatthereisalwayssomeentryinthedatabasewhenthequestionwas
posed.Anemptyentrymeansthatthequestionwasnotaskedtothecorrespondingrespondent,typically,duetoskippatterns,orlackofapplicabilityofthatquestioningeneral.
7
IV.UsefulLinks
TheusersoftheWBESdatamayfindthefollowinglinksuseful:
•SamplingNoteisavailableat:
/content/dam/enterprisesurveys/documents/methodolog
y/Sampling_Note-Consolidated-2-16-22.pdf
•TheEnterpriseSurveysManualandGuideisavailableat:
/content/dam/enterprisesurveys/documents/methodolog
y/Enterprise-Surveys-Manual-and-Guide.pdf
•TheWBESglobalquestionnairesareavailableat:
/en/methodology
•TheprojectsthatarecurrentlybeingimplementedbytheEnterpriseSurveysteamareavailableat:
/en/methodology/current-projects
•ThelistofallWBESdatabasesanddetailedinformationabouteachisavailablehere:
/content/dam/enterprisesurveys/documents/methodolog
y/DataDetails.xls
•ThedescriptionoftheWBESindicatorsisavailableat:
/content/dam/enterprisesurveys/documents/Indicator-
Description.pdf
8
FactSheet
SourceofUniverseTable
2016BusinessEstablishmentCensus
SourceofSamplingFrame
2016BusinessEstablishmentCensusand2017WorldBankEnterpriseSurvey
Stratificationsectors
1.Manufacturing(SectionC)
2.Services(SectionsF,G,H,I,M,andcodes58,61,62,79,95)
Stratificationsizes
1.Small(5to19employees)
2.Medium(20to99employees)
3.Large(100+)
Stratificationregions
1.WesternArea,
2.NorthernandNorthWestProvince
3.EasternProvince
4.SouthernProvince
Contractor
KantarTNSSenegal(TNSRMSSenegal)withsub-contractorLeonefields
Fieldworkdates
December2022-April2023
Interviewlanguages
English
Surveysoftware
SurveySolutions
Currencyfornominalvariables
SierraLeoneanLeones(SLE)7
Referencefiscalyear
2022(118obs.)and2021(91obs.)
SampleSize
Total:209Fresh:112Panel:97
Surveyresponserates
Yield:65.7%Responserate:94.1%Frame
quality:69.8%
Itemresponserates
d2:100%n2a:100%l1:100%allTFPvars.:86.3%
Additionaltopicscoveredinthequestionnaire
QuestionsrelatingtotheBusinessReadyReport
Additionalsurveysavailable(ifany)
7SeesectionIIIondatacollectionfordetaileddiscussion.ThecurrencyisthenewLeones(SLE)whichwereintroducedin2022andwereinfulleffectin2023.
9
Tables
Table1:SierraLeone2023WBESUniverse
Manufacturing·
Services
GrandTotal
WesternArea
Small(5-19)
302
543
955
WesternArea
Medium(20-99)
19
41
WesternArea
Large(100ormore)
14
36
NorthernandNorthWestProvince
Small(5-19)
156
262
435
NorthernandNorthWestProvince
Medium(20-99)
7
9
NorthernandNorthWestProvince
Large(100ormore)
1
0
EasternProvince
Small(5-19)
82
145
241
EasternProvince
Medium(20-99)
4
9
EasternProvince
Large(100ormore)
0
1
SouthernProvince
Small(5-19)
58
96
165
SouthernProvince
Medium(20-99)
4
7
SouthernProvinceLarge(100ormore)00
64711491796
Source:2016BusinessEstablishmentCensusand2017WorldBankEnterpriseSurvey
Table2:SierraLeone2023WBESSampleFrame(FreshandPanelCombined)
ManufacturingServicesGrandTotal
WesternArea
Small(5-19)
302
543
955
WesternArea
Medium(20-99)
19
41
WesternArea
Large(100ormore)
14
36
NorthernandNorthWestProvince
Small(5-19)
156
262
435
NorthernandNorthWestProvince
Medium(20-99)
7
9
NorthernandNorthWestProvince
Large(100ormore)
1
0
EasternProvince
Small(5-19)
82
145
241
EasternProvince
Medium(20-99)
4
9
EasternProvince
Large(100ormore)
0
1
SouthernProvince
Small(5-19)
58
96
165
SouthernProvince
Medium(20-99)
4
7
SouthernProvince
Large(100ormore)
0
0
647
1149
1796
Source:2016BusinessEstablishmentCensusand2017WorldBankEnterpriseSurvey
Table3:OriginalSurveyDesign(FreshandPanelCombined)
ManufacturingServicesGrandTotal
WesternArea
Small(5-19)
29
30
120
WesternArea
Medium(20-99)
15
13
WesternArea
Large(100ormore)
10
23
NorthernandNorthWestProvince
Small(5-19)
10
10
30
NorthernandNorthWestProvince
Medium(20-99)
4
5
NorthernandNorthWestProvince
Large(100ormore)
1
0
EasternProvince
Small(5-19)
14
6
30
EasternProvince
Medium(20-99)
3
6
EasternProvince
Large(100ormore)
0
1
SouthernProvince
Small(5-19)
16
5
30
SouthernProvince
Medium(20-99)
3
6
SouthernProvince
Large(100ormore)
0
0
105
105
210
10
Table4:ResponseOutcomes
Totals
Ratesrelativetototalcontacted
OverallContactsavailableinframe
1,796
Issued
601
Contacted
318
ScreeningphaseEligible
222
69.8%
Screenerrefusals
0
0.0%
Assumedeligible
222
69.8%
Ineligible+outoftarget
70
22.0%
Unobtainable
26
8.2%
InterviewphaseInterviewrefusals
5
1.6%
(onlyifeligible)Completeinterviews
209
65.7%
Table5:SurveyYieldRates
Stratification
Yield
Surveyresponserate
Panel
Fresh
61.9%
94.1%
Panel
70.8%
94.2%
Size
Small(5-19)
77.5%
97.4%
Medium(20-99)
63.2%
92.3%
Large(100-199)
#N/A
#N/A
Region
WesternArea
55.0%
90.4%
NorthernandNorthWestProvince
83.3%
97.6%
EasternProvince
89.7%
100.0%
SouthernProvince
71.4%
96.8%
Sector
Manufacturing
69.4%
95.3%
Services
62.6%
93.0%
Overall
SierraLeone2023
65.7%
94.1%
Notes:theratesarecalculatedasdefinedinSectionIII.4.
Table6:AchievedTotalSample(FreshandPanelCombined)
ManufacturingServicesGrandTotal
WesternArea
Small(5-19)
32
37
104
WesternArea
Medium(20-99)
10
13
WesternArea
Large(100ormore)
1
11
NorthernandNorthWestProvince
Small(5-19)
18
13
40
NorthernandNorthWestProvince
Medium(20-99)
4
5
NorthernandNorthWestProvince
Large(100ormore)
0
0
EasternProvince
Small(5-19)
16
9
35
EasternProvince
Medium(20-99)
3
6
EasternProvince
Large(100ormore)
0
1
SouthernProvince
Small(5-19)
16
7
30
SouthernProvince
Medium(20-99)
2
5
SouthernProvince
Large(100ormore)
0
0
102
107
209
11
Table7:AchievedPanelSample
GrandTotal
Services
Manufacturing
WesternArea
Small(5-19)
16
13
48
WesternArea
Medium(20-99)
7
6
WesternArea
Large(100ormore)
1
5
NorthernandNorthWestProvince
Small(5-19)
7
4
11
NorthernandNorthWestProvince
Medium(20-99)
0
0
NorthernandNorthWestProvince
Large(100ormore)
0
0
EasternProvince
Small(5-19)
13
4
20
EasternProvince
Medium(20-99)
1
2
EasternProvince
Large(100ormore)
0
0
SouthernProvince
Small(5-19)
10
3
18
SouthernProvince
Medium(20-99)
2
3
SouthernProvinceLarge(100ormore)00
574097
Table8:WeakUniverseEstimates
Manufacturing
·Services·
GrandTotal
WesternArea
Small(5-19)
238
418
728
WesternArea
Medium(20-99)
14
29
WesternArea
Large(100ormore)
11
17
NorthernandNorthWestProvince
Small(5-19)
143
234
389
NorthernandNorthWestProvince
Medium(20-99)
0
7
NorthernandNorthWestProvince
MediumandLarge(20+)
5
0
EasternProvince
Small(5-19)
73
126
211
EasternProvince
Medium(20-99)
3
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