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DATA: Consumption vs. Distribution
DATA: Consumption vs. Distribution
DATA: Consumption vs. Distribution
DATA: Consumption vs. Distribution
DATA: Consumption vs. Distribution
DATA: Consumption vs. Distribution
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DATA: Consumption vs. Distribution

A discussion on the change in perspective regarding "data"; from a focus on data distribution to data consumption.

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DATA: Consumption vs. Distribution

  1. 1. DT AA C nu tnv. ir ui o smpi sDs i tn o t o b
  2. 2. AB s It d cin a i nr u t c o o T me d t . a d my a . o , a . n , dt a. a
  3. 3. CnatIfrmin,, otc noato,, Mri Rnli,mrymrycm migengalcm 222522,10 1t Sre N,SE30 Wsigo,D 206 atn igen at@at.o, rnli@mi.o, 0.1.05 23 9h tet W T 0, ahntn C 03 Smay umr, Adsge,eternu adaglivso;Mri wsc-one o nld a itrainlyrcgie adaadwnigdsg aec,wihwsaqie b Titri ery21.Sne einr nrpeer n ne netr atn a ofudr f cu, n nentoal eonzd n wr-inn ein gny hc a curd y wte n al 02 ic teaqiiin Mri jie Titra Dsg Mngr wt apiayfcso dsgigtedsg ta.Mri hsetnieeprec bidn admngn cetv taswti h custo, atn ond wte s ein aae, ih rmr ou n einn h ein em atn a xesv xeine ulig n aaig raie em ihn satus i-os adaec clue.Wt a aaei bcgon i AvriigadDsg;Mri big wt hmabsns-retddsg apoc ta ain vsa cmuiain tr-p, nhue n gny utrs ih n cdmc akrud n detsn n ein atn rns ih i uiesoine ein prah ht lgs iul omncto srtg wt bad poutadue eprec ojcie.Mri suidBsns Mngmn a Clmi Bsns Sho adYl Sho o Mngmn. taey ih rn, rdc n sr xeine betvs atn tde uies aaeet t ouba uies col n ae col f aaeet Wr Eprec,,,, ok xeine,,, Peieta Invto Flo,TeWieHue Ofc o SineadTcnlg Plc,Jn 21 –Peet( mnh)ahntnDC,Sriga‘oro Dt’ Iv be akdt uiie rsdnil noain elw h ht os, fie f cec n ehooy oiy ue 03 rsn 6 otsWsigo .. evn Tu f uy; ’e en se o tlz teuiu sil adeprecsIv acmltdoe teps dcd,t srem cuty I’ ateedu hnrt b slce,i’ a eomu piieet sreadi’ a h nqe kls n xeine ’e cuuae vr h at eae o ev y onr. ts rmnos oo o e eetd ts n nros rvlg o ev n ts n oewemn opruiyt mk a ipc,o amsiesae vrhlig potnt o ae n mat n asv cl. Dsg Mngr Titr Jn 21 –My21 ( ya)a Facso Aqie t b TitrsfrtDsg Mngr tse wt dsgigtedsg ta.Atrascesu aqiiinwt ein aae, wte, ue 02 a 03 1 erSn rnic, curd o e wte’ is ein aae, akd ih einn h ein em fe ucsfl custo ih Titr m bsns prnr orta adIjie adimdaeyhttegon rnig Drn m tnr,Igtt eprec tebadrdsge,poie r-mgnd eet wte; y uies ate, u em n ond n meitl i h rud unn. uig y eue o o xeine h rn eeind rfls eiaie, vns dsoee,i-we mda flee poo,TitrMscadVn! icvrd nTet ei, itrd hts wte ui n ie C-one &Sno Cnutn,nld Jnay20 –Jn 21 ( yas6mnh)ahntn D,C-one adla tesgiiatgot o rvne cin-aeadrptto o te oFudr eir oslat cu, aur 07 ue 02 5 er otsWsigo, C ofudd n ed h infcn rwh f eeu, letbs n euain f h anc;fcsdo alapcso tecmaysbsns dvlpetefrsadatda asno cnutn frbadeprec mngmn adinvto. nld acetv wbdsg gey oue n l set f h opn' uies eeomn fot n ce s eir oslat o rn-xeine aaeet n noain, cu, raie e ein aec,wre wt sm o tems poietadinvtv bad i tewrd o bt tesatu adcroaelvl nldscin ls icue wrigwt ognztossc a gny okd ih oe f h ot rmnn n noaie rns n h ol, n oh h tr-p n oprt ee. cu’ let it nldd okn ih raiain uh s Mzla Msal,Mrit Itrainl Pm,TeWsigo Ps,Kpigr PLTC,Aoe Oiv,LvnSca,BiihTlcm CSA adtentoko Dsoeypoete t oil, ahbe arot nentoa, ua h ahntn ot ilne, OIIO db, gly iigoil rts eeo, -PN n h ewr f icvr rpris o nm afw ae e. Dsg Cnutn,Mbl Srtg,Oal,Arl21 –My21 ( yas2mnh) Bogti t prnrwt Oal' mreigdprmn o eegn tcnlg frsca mdaad ein oslat oie taey rce pi 00 a 02 2 er ots, ruh n o ate ih rces aktn eatet n mrig ehooy o oil ei n mbl srtg.Ldata rsosbefrdsgigaddvlpn alo Oal' mbl iiitvs mbl wb dstp Adod ihn adia. oie taey e em epnil o einn n eeoig l f rces oie ntaie; oie e, eko, nri, Poe n Pd Dsg Cnutn,Eegn Tcnlg,Ape Mrh21 –My21 ( yas3mnh) Ldaseilpoet ta fcsdo eprmna ue itrae adeprecsuiiig ein oslat mrig ehooy pl, ac 00 a 02 2 er ots, e pca rjcs em oue n xeietl sr nefcs n xeine tlzn avne fotedtcnlge.Rsosbefrcnrbtn t tedvlpeto teitne cr cd-aefralApewbbsdsfwr,icuig iue,id ApeT adAp dacd rn-n ehoois epnil o otiuig o h eeomn f h nedd oe oebs o l pl e-ae otae nldn: Tns A, pl V n p Soe tr. Pr-ieFcly Bso Uiest,Spebr21 –Arl21 ( mnh)ahntn D,La awbdsg prflotaka teCne o DgtlIaigadAt wt acso attm aut, otn nvriy etme 01 pi 02 8 otsWsigo, C ed e ein otoi rc t h etr f iia mgn n rs ih utm criuu fcsdo tefnaetl o wbbsdvsa cmuiaini cneto catn,rpeetn adatcltn cetv wrs urclm oue n h udmnas f e ae iul omncto n otx f rfig ersnig n riuaig raie ok. Pr-ieFcly MC -Mrln IsiueCleeo At Spebr20 –Dcme 20 ( mnh)atmr,M,Lasa itrciedsg takwt acso criuu fcsdo te attm aut, IA ayad nttt olg f r, etme 08 eebr 08 4 otsBlioe D ed n neatv ein rc ih utm urclm oue n h fnaetl o ‘e dsg’i ara wrdcnet Adesn itrciiyaditrcineprec fo tedsoey srtg,ifrainacietr,vsa dsg adtcncl udmnas f wb ein n el ol otx. drsig neatvt n neato xeine rm h icvr, taey nomto rhtcue iul ein n ehia dvlpetapcs eeomn set. Eut Prnr/Dsg Cnutn,Sufbecm Jnay20 –Dcme 20 ( ya)rigo,V,oue o alapcso tesatu' cetv srtg admreigefrsa wl qiy ate ein oslat tfal.o, aur 07 eebr 07 1 erAlntn AFcsd n l set f h tr-ps raie taey n aktn fot s el a atn cetv drco;laigtevsa dsg adfoteddvlpetfo icpintruhpoutluc.Sufbewsscesul aqie wti isfrttev mnh s cig raie ietr edn h iul ein n rn-n eeomn rm neto hog rdc anh tfal a ucsfly curd ihn t is wle ots piaeyfra udslsdsm rvtl o n nicoe u. Eut Prnr/Dsg Cnutn,SBie Mrh20 –Nvme 20 ( mnh)cen V,Dsge addvlpdpoutra-a,apiainitrae badiett a wl a qiy ate ein oslat MLv, ac 07 oebr 07 9 otsMLa, A eind n eeoe rdc odmp plcto nefc, rn dniy s el s fntoaiygieie;wre drcl wt sno prnr adivsos piaiyBiihTlcm SBiewsscesul aqie b RahLcl(AD RO) ucinlt udlns okd iety ih eir ates n netr, rmrl rts eeo. MLv a ucsfly curd y ec oa NS: LC. AtDrco,TeMte Fo,Jnay20 –Jnay20 ( ya 1mnhAeadi,V,Rsosbefrhligbidadla tecetv srie ta;paigaciia rl i r ietr h oly ol aur 06 aur 07 1 er ot)lxnra A epnil o epn ul n ed h raie evcs em lyn rtcl oe n ipeetn wbbs-rcie,rdsgigfo.o a wl a r-anhn adbadn alhg-eeu pout. mlmnig e-etpatcs eeinn olcm s el s elucig n rnig l ihrvne rdcs Euain,, dcto,, Clmi Bsns Sho,EeuieEuainPorm Criiaei Bsns Eclec,21 –21 (xetd ouba uies col xctv dcto rga, etfct n uies xelne 02 04 epce) Yl Uiest -Yl Sho o Mngmn,Poesoa DvlpetPorm Bsns Prpcie frCetv Laes 21 –21 ae nvriy ae col f aaeet rfsinl eeomn rga, uies esetvs o raie edr, 02 02 Uiest o Mrln CleePr,Idvda SuisPorm Avriig&GahcDsg,19 –20 nvriy f ayad olg ak niiul tde rga, detsn rpi ein 99 03
  4. 4. CnatIfrmin,, otc noato,, Mri Rnli,mrymrycm migengalcm 222522,10 1t Sre N,SE30 Wsigo,D 206 atn igen at@at.o, rnli@mi.o, 0.1.05 23 9h tet W T 0, ahntn C 03 Smay umr, Adsge,eternu adaglivso;Mri wsc-one o nld a itrainlyrcgie adaadwnigdsg aec,wihwsaqie b Titri ery21.Sne einr nrpeer n ne netr atn a ofudr f cu, n nentoal eonzd n wr-inn ein gny hc a curd y wte n al 02 ic teaqiiin Mri jie Titra Dsg Mngr wt apiayfcso dsgigtedsg ta.Mri hsetnieeprec bidn admngn cetv taswti h custo, atn ond wte s ein aae, ih rmr ou n einn h ein em atn a xesv xeine ulig n aaig raie em ihn satus i-os adaec clue.Wt a aaei bcgon i AvriigadDsg;Mri big wt hmabsns-retddsg apoc ta ain vsa cmuiain tr-p, nhue n gny utrs ih n cdmc akrud n detsn n ein atn rns ih i uiesoine ein prah ht lgs iul omncto srtg wt bad poutadue eprec ojcie.Mri suidBsns Mngmn a Clmi Bsns Sho adYl Sho o Mngmn. taey ih rn, rdc n sr xeine betvs atn tde uies aaeet t ouba uies col n ae col f aaeet Wr Eprec,,,, ok xeine,,, Peieta Invto Flo,TeWieHue Ofc o SineadTcnlg Plc,Jn 21 –Peet( mnh)ahntnDC,Sriga‘oro Dt’ Iv be akdt uiie rsdnil noain elw h ht os, fie f cec n ehooy oiy ue 03 rsn 6 otsWsigo .. evn Tu f uy; ’e en se o tlz teuiu sil adeprecsIv acmltdoe teps dcd,t srem cuty I’ ateedu hnrt b slce,i’ a eomu piieet sreadi’ a h nqe kls n xeine ’e cuuae vr h at eae o ev y onr. ts rmnos oo o e eetd ts n nros rvlg o ev n ts n oewemn opruiyt mk a ipc,o amsiesae vrhlig potnt o ae n mat n asv cl. Dsg Mngr Titr Jn 21 –My21 ( ya)a Facso Aqie t b TitrsfrtDsg Mngr tse wt dsgigtedsg ta.Atrascesu aqiiinwt ein aae, wte, ue 02 a 03 1 erSn rnic, curd o e wte’ is ein aae, akd ih einn h ein em fe ucsfl custo ih Titr m bsns prnr orta adIjie adimdaeyhttegon rnig Drn m tnr,Igtt eprec tebadrdsge,poie r-mgnd eet wte; y uies ate, u em n ond n meitl i h rud unn. uig y eue o o xeine h rn eeind rfls eiaie, vns dsoee,i-we mda flee poo,TitrMscadVn! icvrd nTet ei, itrd hts wte ui n ie C-one &Sno Cnutn,nld Jnay20 –Jn 21 ( yas6mnh)ahntn D,C-one adla tesgiiatgot o rvne cin-aeadrptto o te oFudr eir oslat cu, aur 07 ue 02 5 er otsWsigo, C ofudd n ed h infcn rwh f eeu, letbs n euain f h anc;fcsdo alapcso tecmaysbsns dvlpetefrsadatda asno cnutn frbadeprec mngmn adinvto. nld acetv wbdsg gey oue n l set f h opn' uies eeomn fot n ce s eir oslat o rn-xeine aaeet n noain, cu, raie e ein aec,wre wt sm o tems poietadinvtv bad i tewrd o bt tesatu adcroaelvl nldscin ls icue wrigwt ognztossc a gny okd ih oe f h ot rmnn n noaie rns n h ol, n oh h tr-p n oprt ee. cu’ let it nldd okn ih raiain uh s Mzla Msal,Mrit Itrainl Pm,TeWsigo Ps,Kpigr PLTC,Aoe Oiv,LvnSca,BiihTlcm CSA adtentoko Dsoeypoete t oil, ahbe arot nentoa, ua h ahntn ot ilne, OIIO db, gly iigoil rts eeo, -PN n h ewr f icvr rpris o nm afw ae e. R wD t a aa Dsg Cnutn,Mbl Srtg,Oal,Arl21 –My21 ( yas2mnh) Bogti t prnrwt Oal' mreigdprmn o eegn tcnlg frsca mdaad ein oslat oie taey rce pi 00 a 02 2 er ots, ruh n o ate ih rces aktn eatet n mrig ehooy o oil ei n mbl srtg.Ldata rsosbefrdsgigaddvlpn alo Oal' mbl iiitvs mbl wb dstp Adod ihn adia. oie taey e em epnil o einn n eeoig l f rces oie ntaie; oie e, eko, nri, Poe n Pd C V(o S C mma e ea dV l )i S p rt a eFe e u l Dsg Cnutn,Eegn Tcnlg,Ape Mrh21 –My21 ( yas3mnh) Ldaseilpoet ta fcsdo eprmna ue itrae adeprecsuiiig ein oslat mrig ehooy pl, ac 00 a 02 2 er ots, e pca rjcs em oue n xeietl sr nefcs n xeine tlzn avne fotedtcnlge.Rsosbefrcnrbtn t tedvlpeto teitne cr cd-aefralApewbbsdsfwr,icuig iue,id ApeT adAp dacd rn-n ehoois epnil o otiuig o h eeomn f h nedd oe oebs o l pl e-ae otae nldn: Tns A, pl V n p Soe tr. Pr-ieFcly Bso Uiest,Spebr21 –Arl21 ( mnh)ahntn D,La awbdsg prflotaka teCne o DgtlIaigadAt wt acso attm aut, otn nvriy etme 01 pi 02 8 otsWsigo, C ed e ein otoi rc t h etr f iia mgn n rs ih utm criuu fcsdo tefnaetl o wbbsdvsa cmuiaini cneto catn,rpeetn adatcltn cetv wrs urclm oue n h udmnas f e ae iul omncto n otx f rfig ersnig n riuaig raie ok. Pr-ieFcly MC -Mrln IsiueCleeo At Spebr20 –Dcme 20 ( mnh)atmr,M,Lasa itrciedsg takwt acso criuu fcsdo te attm aut, IA ayad nttt olg f r, etme 08 eebr 08 4 otsBlioe D ed n neatv ein rc ih utm urclm oue n h fnaetl o ‘e dsg’i ara wrdcnet Adesn itrciiyaditrcineprec fo tedsoey srtg,ifrainacietr,vsa dsg adtcncl udmnas f wb ein n el ol otx. drsig neatvt n neato xeine rm h icvr, taey nomto rhtcue iul ein n ehia dvlpetapcs eeomn set. Eut Prnr/Dsg Cnutn,Sufbecm Jnay20 –Dcme 20 ( ya)rigo,V,oue o alapcso tesatu' cetv srtg admreigefrsa wl qiy ate ein oslat tfal.o, aur 07 eebr 07 1 erAlntn AFcsd n l set f h tr-ps raie taey n aktn fot s el a atn cetv drco;laigtevsa dsg adfoteddvlpetfo icpintruhpoutluc.Sufbewsscesul aqie wti isfrttev mnh s cig raie ietr edn h iul ein n rn-n eeomn rm neto hog rdc anh tfal a ucsfly curd ihn t is wle ots piaeyfra udslsdsm rvtl o n nicoe u. Eut Prnr/Dsg Cnutn,SBie Mrh20 –Nvme 20 ( mnh)cen V,Dsge addvlpdpoutra-a,apiainitrae badiett a wl a qiy ate ein oslat MLv, ac 07 oebr 07 9 otsMLa, A eind n eeoe rdc odmp plcto nefc, rn dniy s el s fntoaiygieie;wre drcl wt sno prnr adivsos piaiyBiihTlcm SBiewsscesul aqie b RahLcl(AD RO) ucinlt udlns okd iety ih eir ates n netr, rmrl rts eeo. MLv a ucsfly curd y ec oa NS: LC. AtDrco,TeMte Fo,Jnay20 –Jnay20 ( ya 1mnhAeadi,V,Rsosbefrhligbidadla tecetv srie ta;paigaciia rl i r ietr h oly ol aur 06 aur 07 1 er ot)lxnra A epnil o epn ul n ed h raie evcs em lyn rtcl oe n ipeetn wbbs-rcie,rdsgigfo.o a wl a r-anhn adbadn alhg-eeu pout. mlmnig e-etpatcs eeinn olcm s el s elucig n rnig l ihrvne rdcs Euain,, dcto,, Clmi Bsns Sho,EeuieEuainPorm Criiaei Bsns Eclec,21 –21 (xetd ouba uies col xctv dcto rga, etfct n uies xelne 02 04 epce) Yl Uiest -Yl Sho o Mngmn,Poesoa DvlpetPorm Bsns Prpcie frCetv Laes 21 –21 ae nvriy ae col f aaeet rfsinl eeomn rga, uies esetvs o raie edr, 02 02 Uiest o Mrln CleePr,Idvda SuisPorm Avriig&GahcDsg,19 –20 nvriy f ayad olg ak niiul tde rga, detsn rpi ein 99 03
  5. 5. R w D t IH r u a aa s amfl Iut o s’d et e . t sd en i sw l. j tg l.
  6. 6. mat. m r c yo Ar u r ei e a drma i d e me e s n d n e g e s d g i n
  7. 7. W h t A t n be a’ ci a l? s o I moemp r n ta w as vib . t ’ r i ot th n h t aaa l . s a ’ l e.
  8. 8. Bs ai c H ma u n Bhv r e ai o Wete o n t. a r r o .. h .
  9. 9. N t n l ah r ev e ai a We te S ri o c N tn l c a ia dAmop eiA mis ai ai aO e n n t sh r d n t tn o c c ir o O ec s v ra t 5° 7F 1° 4C H mii u dt y 5% 5 WidS e d n pe Cl a m B rmee ao tr 3 .4i ( 3 . mb 05 n 1 42 ) 0 D w on e p it 4° ( C 1F 5 ) ° Vs i y i bl ii t 1 .0mi 00 O o eC n e t t n(P ) z n o c nr i P B ao 3 5 S r c S k (gm³ uf e mo e µ / ) a 0
  10. 10. N t n l ah r ev e ai a We te S ri o c N tn l c a ia dAmop eiA mis ai ai aO e n n t sh r d n t tn o c c ir o O ec s v ra t 5° 7F 1° 4C OeDt v r aa Moen r tn h ns a i f r iomao ta imen gu f i n l H mii u dt y 5% 5 WidS e d n pe Cl a m B rmee ao tr 3 .4i ( 3 . mb 05 n 1 42 ) 0 D w on e p it 4° ( C 1F 5 ) ° Vs i y i bl ii t 1 .0mi 00 O o eC n e t t n(P ) z n o c nr i P B ao 3 5 S r c S k (gm³ uf e mo e µ / ) a 0
  11. 11. BgD t i aa M ks ae N wD t e aa Sz ma es. i e tr. t .
  12. 12. D t D c in aa e io s s Poin ten r tn h t fle cs e ai /co rv i h iomao ta i u n e b h v r tn dg f i n oa i
  13. 13. B y n Pet Pcue e o d rt i rs y t T e up t l smp r n ta te o smpi . h o tu i e i ot th n h c nu tn . s s a o .
  14. 14. O tu v . uc me up t sO to Wh t e r e t f d me tldf e th n h t e e u s a w pe n i u a nay i r ta w a w r et s s n l f n e q
  15. 15. F c so t eT pJ un y o u n h o o re s O g n ain otnfete n e t su y lh i omaina aa l ra i t s f e l y e d o td a ten r t v ibe z o e h l f o l . Tr t fi j r y m tr ot cs m radt b tm l . hy ee l h eo v o n s aem st ut e n h oo i Te gnrl e e ue t o o s e t n e a y i l e o e o b ao osl /nb a i ; n o to e src gsusm v g n u sm cm i tn fa s -orn oe r ky e i i e; oi cd ni eo dg w vi s n n adacut nw l n fu , ig n py et N rwn t f u t t s n conr e a adr d bl ad am n . ao i h o so h e e ; a l i n s r g e c o j r y a w cm ai t ct r g t dtc trn pot . o n s l s o pn so uto hh a lt ad rr e ue l o e hu e a ue ii i z
  16. 16. D n W ato P r c D t o’ t ifr ef t aa e O g n ain otnh saet tk a t nfre rh id t imi i . ra i t s f z o e e i t o a e ci o fa te aas s n t o r sg H w vr ucsf o aitn t dnt oetn at d tladi t dj t l o ee sces lr n aose o t vr i l e e i n n e u rl , u g zi n o hk l h a s sa so u s ee adgt w r M scm ai , f t lay aeh dtt y ed p l vs n et o . oto pn si a , r d hv t a h ne . e o k e n c ae e a e Te hl g ip lg h dtt e e h ca nes un t a o t r l e l e a g h. i
  17. 17. A ayi , o R p rn n l c N t e ot g ts i
  18. 18. T eP we h o r B hn e id T eD t h aa We a maeta w a vr e a t. cn k i y h t e w w n .. s e .

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