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DMIH^H^ AG ADQL^ AG IL^ NWG^QHLMDUHL^ L HM^QUWCGMQL^ AGG^NDID AG IHKGUQ DZIHNDAL^

Gi prgsgmtg dmihshs ag adtls ag ils nugsthlmdrhls, hmstrucgmtls ag gsndid ag

Ihkgrt y gmtrgvhstds dpihndals, lstgmtd id hm`lrcdnhm rgndedad y lesgrvdad,

aurdmtg id Flrmdad ag lesgrvdnhm y dyuadmtd nlcprgmahad gm ils ads agi 45 di

41 ag lntuerg 5:4, ds nlcl id prhcgr Flrmdad ag prnthnd iigvdad d ndel agi :!

di 4" lntuerg 5:4 y id sg#umad Flrmdad ag prnthnd susnhtdad agi ": ag

mlvhgcerg di 44 ag ahnhgcerg agi 5:4, gm id Gsnugid $rhcdrhd %urdi &gagrdi

'$rl`r( )#mdnhl %dcrg*+, uehndad gm dmtd %lsd, Id -dshtd, .hiid ag /udadiupg,

(I($( hnls hmstrucgmtls ag hmvgsth#dnhm sg dpihndrlm di #rupl ag prnthnd ug

nlrrgsplmah di sg#umal nhnil >" y 1 #rdal7 nlm`lrcdal plr 50 diucmls >40

mh2ls y 4: mh2ds7, d id cdgstrd thtuidr ag ahnl #rupl id Ihngmnhdad gm gaundnhm

prhcdrhd ?rystdi ?ragmds, ds nlcl d ids cdargs ag `dchihd ag ahnls diucmls(

urdmtg ch prhcgr Flrmdad ag lesgrvdnhm y dyuadmtd nlcprgmahad agi 45 di 41

ag lntuerg 5:4, dpihug gi sh#uhgmtg nugsthlmdrhl8DMIH^H^ AG NWG^QHLMDUHL ZUGBWMQD^ DEHGUQD^ ZDUD DIWCML^

FLUMDAD AG LE^GUPDNHM X DXWADMQD

NLILUDCD

Htgc ag

rgigvdmnhd

Htgc ag cunod

rgigvdmnhd

ML. HQGC HQGC^

4 Tu dnthvhadags rgdihds gm ndsd!

" Qrd#d$ds!

% Tu ag#grgs thgmgs gm id gsnugid!

& Tu hmtgrgsgs thgmgs!

' Tu th() ag c*shnd tg +ustd ) gsnunods!

, Tu admd ) #dhig tg d+rdad c-s!

Tu ndrhndturd tg +ustd c-s!

/ N:c) tg +ustdrd 5ug >ugrdm tus nidsgs!

17g 5u cdmgrd d(rgmags cg$)r vhgma)0 gsnunodma) )odnhgma) ids n)sds!

42 Grgs t)igrdmtg n)m i)s agc-s!44 N)m 5ug ? d 5ug $ug+ds!

4" Qg +ustd id nidsg ag Gaundnh:m >shnd!0 8)r 5u!

4%Di+umd vg ods tgmha) n)mtdnt) n)m )tr) hah)cd0 ()r g$gc(i)gi hm+is!

4& Qg +ustdrd tgmgr umd nidsg ag hm+is!

4' Tu tgcd tg +ustdrd d(rgmagr!

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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Gstg nugsthlmdrhl pgrchth letgmgr hm`lrcdnhm mgngsdrhd pdrd id agihchtdnhm ag id

prleigcthnd d hmvgsth#dr( Gi dmihshs sg ngmtrd gm ils sh#uhgmtgs 1 tgcs8

4( 6;rded9ds35( 6=u< hmtgrgsgs thgmgs3"( 6?cl tg #ustdrd ug `ugrdm tus nidsgs3

1( 6Grgs tligrdmtg nlm ils agcs3

g ils nudigs sg pugag hm`grhr ug id cdylrd ag ils diucmls trded9dm plr idstdrags l ils `hmgs ag sgcdmd, cunls dyuadr d sus pdargs gm sus trded9ls, plrg9gcpil ?rhsthdm gi `hm ag sgcdmd `ug d dyuadr d su pdp d agshgredr gi Fdram agmh2ls, $garl dyua d su pdp d 9umtdr ids cd*lrnds gm id ugrtd y Glmhnhd sg `ugnlm su `dchihd d vgmagr sdmahds gm id ndrrgtgrd( ;lals ils mh2ls dyuadm gm idsidelrgs agi l#dr, di#umls rgnl#gm, ltrds edrrgr, idvdm ils trdstgs, trdpgdm ilsnudrtls, rhg#dm ids pidmtds, idvdm id rlpd, adm ag nlcgr d ils dmhcdigs, ihcphdm ilsnlrrdigs, ltrls plnls iigvdm d pdstdr d ils dmhcdigs, ds nlcl iigvdrils di gstdmugd ed2drsg y tdceh

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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D nlmthmudnhm sg prgsgmtdm ils hmstrucgmtls ag gsndid ag Ihkgrt dpihndals y susrgspgnthvds hmtgrprgtdnhlmgs8

Dmihshs ag adtls ag ils hmstrucgmtls ag gsndid ag Ihkgrt d

ag !dchihd"

NLILUDCD

Cd?)r hmnhagmnhd

8)nd hmnhagmnhd

Cgm)r hmnhagmnhd

^hm hmnhagmnhd

Htgc ag rgigvdmnhd

Htgc ag cunod

rgigvdmnhd

El()tgc

)tgcs hgcprg /gmgrdicgmtgD

vgngs%drdvg*

Eumn

4 D ch h9lOd ig #ustd dshsthr d id gsnugid( 2 4 : : :

"Ids cdgstrds ag id gsnugid ag ch h9lOd,slm gAtrgcdadcgmtg agahndals(

2 4 : : :

%Ids cdgstrds ag id gsnugid dngm ug idgaundnhm ag ch h9lOd sgd um prlngslahvgrthal g hmtgrgsdmtg(

7 5 4 : :

&Ids cdgstrds supgrvhsdm ehgm d su h9lOd yd ils agcs mh2ls gm tlal clcgmtl, agmtrly `ugrd ag id gsnugid(

? : : : :

'

Gi pgrslmdi agcugstrd ug nlmlng y

dprgnhd d su h9lOd >plr g9gcpil8 sushmtgrgsgs, dchstdags, tgcpgrdcgmtlH7( 7 4 5 : :

,Ids cdgstrds sg gs`ugr*dm pdrd rgslivgrprleigcds ag ahsnhpihmd(

2 4 : : :

stga nlcl cdarg ag `dchihd phgmsd ugsus lphmhlmgs slm tlcdads gm nugmtd y ugid gsnugid tlcd cgahads nudmal gsmgngsdrhl(

7 4 5 : :

/Ids cdgstrds rgspgtdm y vdilrdm idsndrdntgrsthnds ag su `dchihd y ag su h9lOd(

0 5 : : :

1stga gst sdths`gnl nlm id gaundnhm ugrgnheg su h9lOd(

? : : : :

42$hgmsd ug su h9lOd thgmg prleigcds agnlmauntd(

: : 4 !

44 u h9lOd trded9d agspu

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5( Ids cdgstrds ag id gsnugid dngm ug id gaundnhm ag ch h9lOd sgd um

prlngsl ahvgrthal g hmtgrgsdmtg("( Ids cdgstrds supgrvhsdm ehgm d su h9lOd y d ils agcs mh2ls gm tlal

clcgmtl, agmtrl y `ugrd ag id gsnugid(

1( $hgmsd ug su h9lOd thgmg prleigcds ag nlmauntd(( u h9lOd trded9d agspu

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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^hgc(rg

6gmgrdicgmtg

D vgngs

Udrd vg

Mumnd

M) sd#g ) m) n)rrgs()mag

2 4 " % & ' , . / 1

-$ Ids cdgstrds sugr,hsdm .hgm d su %h &l'd / d ils agcs mh:ls gm tlal clcgmtl4 agmtrl / !ugrd ag id gsnugid$

;rds dmdih*dr gi tgc mcgrl 4:, sg pugag dsgvgrdr ug gi :B ag ids cdargs

phgmsdm ug sus h9ls mumnd thgmgm prleigcds ag nlmauntd, gi 45( B ahngm ug

rdrd vg* y gi "K(B di#umds vgngs8

^hgc(rg

6gmgrdicgmtg

D vgngs

Udrd vg

Mumnd

M) sd#g ) m) n)rrgs()mag

2 2.' 4 4.' " ".' % %.' & &.'

#5$ >hgmsd *ug su %h&l'd thgmg rl.igcds ag nlmauntd$

Di dmdih*dr gi tgc mcgrl 44, gi 05(B ag ids cdargs ag `dchihd d`hrcdm ug sus

h9ls d vgngs trded9dm agspu

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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Id gsndid ag Ihkgrt ug sg dpihn di diucmdal, gst edsdad gm id ug sg prgsgmt

pdrd ids cdargs ag `dchihd, nlmstd ag h#udi cdmgrd ag 44 tgcs, y id cdylrd ag

ids prg#umtds slm h#udigs, pdrd plagr nlm`rlmtdr ids rgspugstds y plagr letgmgr

ds adtls cs nlm`hdeigs( Cd ug di nlmtgstdr ids gsndids ahnds pleidnhlmgs ml

shgcprg ahngm id vgrada, nidrl g9gcpil ag gstl slm ids rgspugstds letgmhads gm gi

nugsthlmdrhl dpihndal gm id Flrmdad ag lesgrvdnhm d ils diucmls, nlmtrdrrgstdalnlm ids rgspugstds sgignnhlmdads ag id gsndid thpl Ihkgrt(

D nlmthmudnhm sg prgsgmtd um dmihshs ag ils hmstrucgmtls ag gsndid ag Ihkgrt

dpihndals y sus rgspgnthvds hmtgrprgtdnhlmgs ag ils tgcs cs rgigvdmtgs ag

ahnd gsndid, rg`grgmtg d id prleigcthnd sgignnhlmdad8

;rds hmtgrprgtdr id hm`lrcdnhm agi tgc 4, plagcls agaunhr ug di 00(0B ag ils

diucmls shgcprg igs #ustd dshsthr d id gsnugid, y di ""(1B rgstdmtg slil d vgngs8

Dmihshs ag adtls ag ils hmstrucgmtls ag gsndid ag Ihkgrt diucmls

NLILUDCD

Cd?)r hmnhagmnhd

8)nd hmnhagmnhd

Cgm)r hmnhagmnhd

^hm hmnhagmnhd

Htgc ag rgigvdmnhd

Htgc ag cunod

rgigvdmnhd

El()tgc

)tgcs hgcprg/gmgrdicgmt

gD

vgngs%drdvg*

Eumnd

El

nlr

4 ;g #ustd dshsthr d id gsnugid( 0 : : :" $rgstds dtgmnhm gm nidsg( 7 : ! : :

%;u cdgstrd dng ids nidsgs ahvgrthads ghmtgrgsdmtgs(

? : 4 : :

&Id cdgstrd tg supgrvhsd d th y d ils agcsmh2ls gm tlal clcgmtl, agmtrl y `ugrd agid gsnugid(

: 5 2 : :

'Id cdgstrd agcugstrd ug tg nlmlng y tgdprgnhd >plr g9gcpil8 nlmlng tushmtgrgsgs, dchstdags, tgcpgrdcgmtl,nlcplrtdchgmtl, mgngshadagsH7(

7 4 : :

,Id cdgstrd sg gs`ugr*dm plr rgslivgrprleigcds ag ahsnhpihmd nlcl pgigds(

" : : : :

$hgmsds ug tus lphmhlmgs slm tlcdadsgm nugmtd(

! 5 : :

/Id cdgstrd rgspgtd y vdilrd tusndrdntgrsthnds y ids ag tu `dchihd(

? : 4 : :

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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1;g #ustd id `lrcd gm ug tu cdgstrd adids nidsgs(

" : : : :

42;g plrtds ehgm agmtrl ag id gsnugid y gisdim ag nidsgs(

! : 7 : :

44;rded9ds agspu

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^hgc(rg

6gmgrdicgmtg

D vgngsUdrd vg

Mumnd

M) sd#g ) m) n)rrgs()mag

2 4 " % & ' , . /

-$ Id cdgstrd tg sugr,hsd d th / d ils agcs mh:ls gm tlal clcgmtl4 agmtrl / !ugrd ag id gsnugid$

;rds dmdih*dr gi tgc mcgrl 4:, sg pugag dsgvgrdr ug slil gi 11(B ag ils

diucmls shgcprg sg plrtdm ehgm agmtrl agi sdim ag nidsgs y ag id gsnugid,

hm`dustdcgmtg gi (B agi diucmdal slil d vgngs sg plrtdm ehgm8

^hgc(rg

6gmgrdicgmtg

D vgngs

Udrd vg

Mumnd

M) sd#g ) m) n)rrgs()mag

2 4 " % & ' ,

#5$ Qg lr tds .hgm agmtrl ag id gsn ugid / gi sdi+m ag n idsgs$

Gm gi tgc 44, mls adcls nugmtd ag ug gi 00(0B ag ils diucmls d vgngs trded9dm

gm nidsg l gi `hm ag sgcdmd, slil gi 55(5B shgcprg trded9d y gi 44(5B agi

diucmdal rdrd vg* trded9d8

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^hgc(rg

6gmgrdicgmtg

D vgngs

Udrd vg

Mumnd

M) sd#g ) m) n)rrgs()mag

2 4 " % & ' , .

##$ Qrd.d&ds agsu1s ag nidsg l gi 7m ag sgcdmd$

N#$%&'()#$ *+$+,-& .+& -$/&)()( .+ .-#( .+ ( )$(,'+$#( .+ +(%-&- .+&)+, >-,- -&'$#( 1 -.,+( .+ -)&)-

Dmdihshs a

^h

^h

>

Cdargsag!dchihd

Diucmls

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;rds nlmtrdrrgstdr ils rgsuitdals letgmhals agi hmstrucgmtl ag gsndid thpl Ihkgrt

tdmtl pdrd diucmls nlcl pdrd cdargs ag `dchihd, gm ils tgcs ag cdylr

rgigvdmnhd, pugal iig#dr d ids sh#uhgmtgs nlmniushlmgs8

D id cdylrd ag ils diucmls sh igs #ustd dshsthr d id gsnugid, pgrl

agsd`lrtumdadcgmtg d um ""(B agi diucmdal slil d vgngs( gspu

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DMIH^H^ AG NWG^QHLMDUHL^ AG ZUGBWMQD^ DEHGUQD^ ZDUDDIWCML^ X CDAUG^ AG DCHIHD

Dmihshs ag adtls agi nugsthlmdrhl rg(umtds d.hgrtds drdcdargs ag !dchihd

urdmtg id sg#umad Flrmdad ag prnthnd, sg dpihn gi sh#uhgmtg nugsthlmdrhl agprg#umtds dehgrtds d ids cdargs ag `dchihd8

NLILUDCD

Htgc ag rgigvdmnhd

Htgc ag cunod rgigvdmnhd

ML. HQGC HQGC^

4 N:c) gs id n)mauntd ag su oh$)! Ugs(gtd d i)s agc-s!

"

Tu gs(grd ustga 5ug su oh$) i)+rg di gstdr gm gstd

gsnugid!

?lcl nlmniushm #gmgrdi nlcl yd sg cgmnhlm gm gi dpdrtdal dmtgrhlr, id cdylrd

ag ids cdargs phgmsdm ug sus h9ls thgmgm umd nlmauntd cuy eugmd, yd ug

cunds d`hrcdm ug gm sus l#drgs igs rgnugradm ug agegm rgspgtdr d ils ltrls(

Dagcs tlads gspgrdm ug di sdihr sus h9ls ag id gsnugid dauhgrdm

nlmlnhchgmtls su`hnhgmtgs pdrd plagr il#rdr sgr di#uhgm gm id vhad gm um `uturl

prAhcl, puahgmal sgr ds cg9lr ug giids(

Dmihshs ag adtls agi nugsthlmdrhl rg(umtds d.hgrtds drd ilsdiucmls

NLILUDCD

Htgc ag rgigvdmnhd

Htgc ag cunod

rgigvdmnhd

ML. HQGC HQGC^

4 8)r 5u dshstgs d id gsnugid!

" ^h (uahgrds ndc#hdr tus nidsgs0 n:c) sgrdm!

% Tu gs i) 5ug c-s tg +ustd ag id gsnugid!

& Tu gs i) 5ug m) tg +ustd ag id gsnugid!

' Tu 5uhgrgs odngr gm id vhad!

, 8hgmsds 5ug gstuahdr-s gm id sgnumadrhd!

7gahnds thgc() (drd odngr tdrgds ) gstuahdrgm ndsd!

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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;rds d dmdih*d ils nugsthlmdrhls ag ils diucmls, sg agsgmcdsndrd umd nruad

rgdihada, yd ug gs id chmlrd id ug dsg#urd dshsthr d id gsnugid plrug ig #ustd l

uhgrg dprgmagr mugvds nlsds( Id cdylrd dr#ucgmtd ug dshstgm plrug sus

pdps ils cdmadm, plrug sh ml il dngm agspu

7/25/2019 Anlisis de Datos de Los Cuestionarios o Instrumentos de Escala de Likert Aplicados (Autoguardado)

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1 6-lthvd d ils diucmls pdrd ug tgm#dm hmtgr