{"id":34019,"date":"2025-03-28T13:43:24","date_gmt":"2025-03-28T05:43:24","guid":{"rendered":"https:\/\/incit.org\/?p=34019"},"modified":"2025-04-14T20:19:08","modified_gmt":"2025-04-14T12:19:08","slug":"the-future-of-data-in-manufacturing","status":"publish","type":"post","link":"https:\/\/incit.org\/az\/thought-leadership\/the-future-of-data-in-manufacturing\/","title":{"rendered":"\u0130stehsalda m\u0259lumatlar\u0131n g\u0259l\u0259c\u0259yi: liderl\u0259rin qabaqc\u0131l analitikadan istifad\u0259 ed\u0259 bil\u0259c\u0259yi 5 transformativ yol"},"content":{"rendered":"<p>R\u0259q\u0259msalla\u015fman\u0131n bu q\u0131z\u0131l \u00e7a\u011f\u0131nda istehsal qlobal miqyasda \u0259n \u00e7ox m\u0259lumat t\u0259l\u0259b ed\u0259n s\u0259nayel\u0259rd\u0259n biridir. Forbes-in m\u0259lumat\u0131na g\u00f6r\u0259, istehsal\u00e7\u0131lar h\u0259r il orta hesabla 1,9 petabayt istehsal edirl\u0259r.<\/p>\n<p>M\u0259lumatlar\u0131n partlamas\u0131nda \u0259sas rol oynayan s\u00fcni intellektl\u0259 biz ondan 1,9 petabayt m\u0259lumat\u0131n bunu perspektiv\u0259 \u00e7evirm\u0259k \u00fc\u00e7\u00fcn n\u0259 q\u0259d\u0259r b\u0259rab\u0259r oldu\u011funa dair analoq yaratma\u011fa k\u00f6m\u0259k etm\u0259sini ist\u0259dik. Cavab verdi ki, bu q\u0259d\u0259r m\u0259lumat r\u0259q\u0259msal planlar\u0131 v\u0259 h\u0259r bir ma\u015f\u0131n \u00fc\u00e7\u00fcn bir \u0259srd\u0259n \u00e7ox fasil\u0259siz i\u015fl\u0259y\u0259n fabrik m\u0259rt\u0259b\u0259sind\u0259 real vaxt performans m\u0259lumatlar\u0131n\u0131 saxlama\u011fa b\u0259nz\u0259yir.<\/p>\n<p>\u0130stehsal\u00e7\u0131lar\u0131n yaratd\u0131\u011f\u0131 m\u0259lumatlar\u0131n miqdar\u0131 heyr\u0259tamiz olsa da, bu, istehsal\u00e7\u0131lar\u0131n m\u0259lumat da\u015fq\u0131n\u0131 dilemmas\u0131n\u0131n h\u0259llind\u0259 haz\u0131rda qar\u015f\u0131la\u015fd\u0131qlar\u0131 kritik problemi v\u0259 niy\u0259 indi h\u0259r\u0259k\u0259t\u0259 ke\u00e7m\u0259li olduqlar\u0131n\u0131 vur\u011fulay\u0131r.<\/p>\n<p>T\u0259kc\u0259 CIO-lar deyil, icra\u00e7\u0131 liderl\u0259r kritik m\u0259rh\u0259l\u0259y\u0259 \u00e7at\u0131blar v\u0259 indi onlar\u0131n istehsal biznesinin g\u00fcnd\u0259lik yarad\u0131lan v\u0259 saxlan\u0131lan m\u00fcr\u0259kk\u0259b m\u0259lumatlar\u0131n h\u0259cminin v\u0259 h\u0259cminin \u00f6hd\u0259sind\u0259n g\u0259l\u0259 bilm\u0259sini t\u0259min etm\u0259k \u00fc\u00e7\u00fcn bir araya g\u0259lm\u0259lidir.<\/p>\n<p>Nisb\u0259t\u0259n yeni bir fenomen olan Forbes bildirir ki, d\u00fcnya m\u0259lumatlar\u0131n\u0131n t\u0259xmin\u0259n 90 faizi t\u0259kc\u0259 son iki ild\u0259 yarad\u0131l\u0131b. McKinsey &amp; Co.-ya g\u00f6r\u0259, m\u0259lumatlar\u0131n yarad\u0131lmas\u0131n\u0131n bu s\u00fcr\u0259tli s\u00fcr\u0259ti ilk n\u00f6vb\u0259d\u0259 s\u00fcni intellekt v\u0259 dig\u0259r m\u00fcasir texnologiyalar, hesablamalar, r\u0259q\u0259msalla\u015fma v\u0259 bulud miqrasiyas\u0131ndan qaynaqlan\u0131r.<\/p>\n<p>S\u0259naye ekspertl\u0259ri raz\u0131la\u015f\u0131rlar ki, bu, h\u0259m problem, h\u0259m d\u0259 v\u0259ziyy\u0259tin pisl\u0259\u015fm\u0259sind\u0259n \u0259vv\u0259l \u00f6z m\u0259lumat dilemmalar\u0131n\u0131 h\u0259ll etm\u0259k \u00fc\u00e7\u00fcn artan aktuall\u0131q hissi il\u0259 istehsal liderl\u0259ri \u00fc\u00e7\u00fcn bir f\u00fcrs\u0259t t\u0259qdim edir.<\/p>\n<p>Qabaqc\u0131l m\u0259lumat analitikas\u0131 filizi qiym\u0259tli metala emal\u0131 kimi, daha yax\u015f\u0131 q\u0259rarlar\u0131n q\u0259bul edilm\u0259si v\u0259 biznes n\u0259tic\u0259l\u0259rin\u0259 nail olmaq \u00fc\u00e7\u00fcn xam m\u0259lumatlar\u0131n d\u0259y\u0259rli anlay\u0131\u015flara \u00e7evrilm\u0259sind\u0259 h\u0259llin vacib hiss\u0259sidir.<\/p>\n<p>\u0130stehza odur ki, m\u0259lumatlar\u0131n\u0131zda art\u0131q g\u00fccl\u00fc fikirl\u0259r m\u00f6vcuddur; lakin \u0259sl problem onu nec\u0259 a\u00e7maqd\u0131r.<\/p>\n<h2>M\u0259lumat ax\u0131n\u0131: analitika olmadan m\u0259lumat anlay\u0131\u015flar\u0131n\u0131 a\u00e7maqda \u00e7\u0259tinlikl\u0259r<\/h2>\n<p>\u0130stehsalat R\u0259hb\u0259rliyi \u015euras\u0131 t\u0259r\u0259find\u0259n apar\u0131lan son ara\u015fd\u0131rmaya g\u00f6r\u0259, \u0259ks\u0259r istehsal\u00e7\u0131lar \u00f6z m\u0259lumatlar\u0131na etibar etmirl\u0259r, sor\u011fuda i\u015ftirak ed\u0259nl\u0259rin yaln\u0131z 25 faizi ilk n\u00f6vb\u0259d\u0259 d\u00fczg\u00fcn m\u0259lumatlar\u0131n toplanaca\u011f\u0131na \u0259mindir. V\u0259 yar\u0131dan az hiss\u0259si m\u0259lumatlar\u0131n\u0131n dollar d\u0259y\u0259rini ba\u015fa d\u00fc\u015f\u00fcr.<\/p>\n<p>\u0130stehsal\u00e7\u0131lar\u0131n qar\u015f\u0131la\u015fd\u0131qlar\u0131 dig\u0259r \u0259sas probleml\u0259r\u0259 m\u00fcxt\u0259lif sisteml\u0259rd\u0259n g\u0259l\u0259n v\u0259 ya m\u00fcxt\u0259lif formatlarda \u00e7atd\u0131r\u0131lan m\u0259lumatlar\u0131n de\u015fifr\u0259 edilm\u0259si (53 faiz), m\u0259lumatlar\u0131n asanl\u0131qla \u0259ld\u0259 edilm\u0259m\u0259si (28 faiz) v\u0259 m\u0259lumatlar\u0131 effektiv t\u0259hlil etm\u0259k qabiliyy\u0259ti olmad\u0131\u011f\u0131 \u00fc\u00e7\u00fcn i\u015f\u00e7il\u0259rin ixtisas\u0131n\u0131n art\u0131r\u0131lmas\u0131 ehtiyac\u0131 (28 faiz) daxildir.<\/p>\n<p>Bununla bel\u0259, bu \u00e7\u0259tinlikl\u0259r\u0259 baxmayaraq, istehsal\u00e7\u0131lar\u0131n 95 faizi m\u0259lumatlar\u0131n\u0131n daha s\u00fcr\u0259tli daha yax\u015f\u0131 q\u0259rarlar q\u0259bul etm\u0259k qabiliyy\u0259tini a\u00e7araq \u00e7ox b\u00f6y\u00fck potensiala malik oldu\u011funu q\u0259bul edir. Dem\u0259k olar ki, 90 faiz m\u0259lumatlar\u0131n onlar\u0131n r\u0259qab\u0259t qabiliyy\u0259ti \u00fc\u00e7\u00fcn \u201cvacib\u201d olaca\u011f\u0131 il\u0259 raz\u0131la\u015fsa da, indi h\u0259r\u0259k\u0259t etm\u0259s\u0259l\u0259r, n\u0259yin t\u0259hl\u00fck\u0259 alt\u0131nda oldu\u011funu bildikl\u0259rini t\u0259klif edir. \u0130stehsal liderl\u0259ri i\u015f\u0131qlar\u0131 yand\u0131rmaq, i\u015f\u00e7i q\u00fcvv\u0259sinin ehtiyaclar\u0131n\u0131 idar\u0259 etm\u0259k v\u0259 biznesl\u0259rinin qabar\u0131q qalmas\u0131n\u0131 t\u0259min etm\u0259k \u00fc\u00e7\u00fcn m\u00fcbariz\u0259 aparark\u0259n s\u00f6yl\u0259m\u0259k etm\u0259kd\u0259n daha asand\u0131r.<\/p>\n<p>Ayd\u0131nd\u0131r ki, bu mane\u0259l\u0259ri a\u015fmaq \u00e7\u0259tin olacaq, lakin qabaqc\u0131l analitika istehsal\u00e7\u0131lara ayr\u0131-ayr\u0131 m\u0259lumatlar\u0131 b\u00fct\u00fcn maraql\u0131 t\u0259r\u0259fl\u0259r t\u0259r\u0259find\u0259n q\u0259rar q\u0259bul etm\u0259 prosesin\u0259 t\u0259kan ver\u0259n h\u0259r\u0259k\u0259tli anlay\u0131\u015flara \u00e7evirm\u0259y\u0259 imkan ver\u0259n \u0259sasd\u0131r.<\/p>\n<h2>\u0130stehsal\u00e7\u0131lar\u0131n real d\u00fcnya n\u00fcmun\u0259l\u0259ri il\u0259 \u00f6z \u00fcst\u00fcnl\u00fckl\u0259ri \u00fc\u00e7\u00fcn analitikadan istifad\u0259 etdiyi \u0259n yax\u015f\u0131 5 \u00fcsul<\/h2>\n<p>\u0130stehsalatda m\u0259lumat da\u015fq\u0131n\u0131 il\u0259 u\u011furla naviqasiya s\u0259m\u0259r\u0259liliyin, x\u0259rcl\u0259r\u0259 q\u0259na\u0259tin v\u0259, \u015f\u00fcbh\u0259siz ki, q\u0259rar q\u0259bulunun t\u0259kmill\u0259\u015fdirilm\u0259sinin a\u00e7ar\u0131d\u0131r. Lakin m\u0259lumat analitikas\u0131 bundan k\u0259nara \u00e7\u0131x\u0131r v\u0259 real vaxt rejimind\u0259 \u0259ld\u0259 edildikd\u0259 istehsal\u00e7\u0131lar \u00fc\u00e7\u00fcn \u00e7oxlu d\u0259y\u0259rli m\u0259lumat\u0131 ortaya qoyur. \u0130stehsal\u00e7\u0131lar\u0131n m\u0259lumat analitikas\u0131ndan istifad\u0259 etdiyi be\u015f transformasiya yolu buradad\u0131r.<\/p>\n<h3>S\u0259m\u0259r\u0259liliyi art\u0131rmaq \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131c\u0131 t\u0259mir<\/h3>\n<p>M\u0259lumat analitikas\u0131 avadanl\u0131\u011f\u0131n nasazl\u0131qlar\u0131n\u0131 onlar ba\u015f verm\u0259zd\u0259n \u0259vv\u0259l t\u0259xmin ed\u0259 bil\u0259r, baha ba\u015fa g\u0259l\u0259n fasil\u0259l\u0259r t\u0259qdim edir v\u0259 s\u0259m\u0259r\u0259liliyi art\u0131r\u0131r. N\u00fcmun\u0259 olaraq, Deloitte \u00e7e\u015fidl\u0259m\u0259 obyektl\u0259rind\u0259 fasil\u0259l\u0259rl\u0259 \u00fczl\u0259\u015f\u0259n qlobal paket \u00e7atd\u0131r\u0131lmas\u0131 \u015firk\u0259tini d\u0259st\u0259kl\u0259di, lakin proqnozla\u015fd\u0131r\u0131c\u0131 texniki xidm\u0259td\u0259n istifad\u0259 etm\u0259kl\u0259 onlar avtomobili idar\u0259 ed\u0259c\u0259kl\u0259rini proqnozla\u015fd\u0131r\u0131rlar. <a href=\"https:\/\/www2.deloitte.com\/us\/en\/pages\/operations\/articles\/predictive-maintenance-and-the-smart-factory.html\" target=\"_blank\" rel=\"noopener\">USD $100 milyon illik m\u00fcavin\u0259t<\/a> 150 obyektd\u0259 tutumun kilidini a\u00e7maqla.<\/p>\n<h3>Keyfiyy\u0259t\u0259 n\u0259zar\u0259t v\u0259 tullant\u0131lar\u0131n azald\u0131lmas\u0131<\/h3>\n<p>M\u0259lumat analitikas\u0131 q\u00fcsurlar\u0131 fabrikd\u0259n \u00e7\u0131xmazdan \u0259vv\u0259l a\u015fkar etm\u0259kl\u0259 m\u0259hsulun davaml\u0131 keyfiyy\u0259tini t\u0259min ed\u0259 bil\u0259r. Bir istifad\u0259 n\u00fcmun\u0259si olaraq, General Electric m\u0259hsullardak\u0131 potensial q\u00fcsurlar\u0131 m\u00fc\u015ft\u0259ril\u0259r\u0259 \u00e7atmazdan \u0259vv\u0259l m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn m\u0259lumat analitikas\u0131ndan istifad\u0259 ed\u0259r\u0259k, onlar\u0131n q\u00fcsur miqdar\u0131n\u0131 50 faiz azald\u0131b.<\/p>\n<h3>T\u0259chizat z\u0259ncirinin optimalla\u015fd\u0131r\u0131lmas\u0131, x\u0259rcl\u0259rin azald\u0131lmas\u0131<\/h3>\n<p>Analitika \u015f\u0259ffafl\u0131\u011f\u0131 v\u0259 n\u0259zar\u0259ti g\u00fccl\u0259ndir\u0259r\u0259k t\u0259chizat z\u0259nciri v\u0259 logistika \u00fc\u00e7\u00fcn \u0259h\u0259miyy\u0259tli optimalla\u015fd\u0131rma imkanlar\u0131 yarada bil\u0259r. Ernst v\u0259 Young (EY) g\u00f6r\u0259, m\u0259lumat analitikas\u0131ndan istifad\u0259 etm\u0259kl\u0259 SmartMaps\u2122 t\u0259chizat z\u0259ncirini d\u0259yi\u015fdirm\u0259k \u00fc\u00e7\u00fcn onlar\u0131n m\u0259lumatlar\u0131n\u0131 effektiv \u015f\u0259kild\u0259 m\u0259nims\u0259y\u0259 bildi v\u0259 n\u0259tic\u0259d\u0259 potensial 5%-d\u0259n 15%-\u0259 q\u0259d\u0259r x\u0259rcl\u0259rin azald\u0131lmas\u0131 imkan\u0131 \u0259ld\u0259 edildi.<\/p>\n<h3>T\u0259l\u0259bin proqnozla\u015fd\u0131r\u0131lmas\u0131 v\u0259 inventar\u0131n optimalla\u015fd\u0131r\u0131lmas\u0131<\/h3>\n<p>Lazer d\u0259qiqliyi il\u0259 t\u0259l\u0259bi proqnozla\u015fd\u0131r\u0131n, ehtiyatlar\u0131n t\u00fck\u0259nm\u0259sin\u0259 v\u0259 h\u0259ddind\u0259n art\u0131q istehsal\u0131n qar\u015f\u0131s\u0131n\u0131 al\u0131n. T\u0259l\u0259b proqnozla\u015fd\u0131r\u0131lmas\u0131n\u0131n vahid g\u00f6r\u00fcn\u00fc\u015f\u00fc il\u0259 Accenture qida marketinqi v\u0259 paylama \u015firk\u0259tin\u0259 t\u0259xmin\u0259n 6-8 b\u0259nd s\u0259hvl\u0259ri proqnozla\u015fd\u0131rma\u011fa k\u00f6m\u0259k etdi v\u0259 bu, t\u0259xmin\u0259n $100-$130M AB\u015e dollar\u0131 potensial fayda \u0259ld\u0259 etdi.<\/p>\n<h3>M\u0259lumata \u0259saslanan q\u0259rarlar\u0131n q\u0259bulu (DDDM) v\u0259 x\u0259rc profili<\/h3>\n<p>Data analitikas\u0131, m\u0259lumatlar\u0131 h\u0259r\u0259k\u0259t\u0259 ke\u00e7\u0259 bil\u0259n anlay\u0131\u015flara \u00e7evirm\u0259kl\u0259 v\u0259 m\u0259lumatlarla ayd\u0131n olan q\u0259rarlar\u0131 m\u0259lumatland\u0131ran v\u0259 n\u0259tic\u0259l\u0259ri optimalla\u015fd\u0131ran x\u0259rc profilin\u0259 imkan verm\u0259kl\u0259 liderl\u0259ri g\u00fccl\u0259ndir\u0259 bil\u0259r.<\/p>\n<p>M\u0259lumata \u0259saslanan m\u0259d\u0259niyy\u0259tin n\u0259tic\u0259si olaraq, EY m\u0259lumatlara \u00e7evrilm\u0259 s\u0259yah\u0259ti zaman\u0131 d\u0259st\u0259kl\u0259dikl\u0259ri video oyun istehsal\u00e7\u0131s\u0131n\u0131n daha s\u0259m\u0259r\u0259li \u0259m\u0259liyyatlar, artan m\u00fc\u015ft\u0259ri m\u0259mnuniyy\u0259ti v\u0259 a\u015fa\u011f\u0131 d\u00f6vriyy\u0259 s\u00fcr\u0259ti ya\u015fad\u0131\u011f\u0131n\u0131 bildirir.<\/p>\n<h2>M\u0259lumata \u0259saslanan istehsal\u00e7\u0131 olmaq: r\u0259q\u0259msal transformasiyan\u0131 nec\u0259 tez izl\u0259m\u0259k olar<\/h2>\n<p>Yeni istehsal d\u00fcnyas\u0131nda m\u0259lumat krald\u0131r v\u0259 apar\u0131c\u0131 t\u0259\u015fkilatlar m\u0259lumatlara \u0259saslananlar olacaq. R\u0259qab\u0259t\u0259 davam etm\u0259k \u00fc\u00e7\u00fcn istehsal\u00e7\u0131lar investisiyalar, siyas\u0259tl\u0259r v\u0259 \u00fcmumi biznes strategiyalar\u0131 kimi sah\u0259l\u0259r d\u0259 daxil olmaqla, \u0259m\u0259liyyatlar\u0131 \u00fczr\u0259 daha \u00e7ox m\u0259lumat \u0259sas\u0131nda q\u0259rarlar q\u0259bul etm\u0259lidirl\u0259r.<\/p>\n<p>T\u0259kmill\u0259\u015fdir\u0259 bilm\u0259dikl\u0259rinizi \u00f6l\u00e7\u0259 bilm\u0259y\u0259c\u0259yiniz do\u011fru olsa da, m\u0259lumat analitikas\u0131 siz\u0259 h\u0259r\u0259k\u0259t\u0259 ke\u00e7\u0259 bil\u0259n fikirl\u0259ri a\u015fkar etm\u0259y\u0259 k\u00f6m\u0259k ed\u0259c\u0259k. <a href=\"https:\/\/incit.org\/en\/thought-leadership\/continuous-improvements-impact-on-manufacturing\/\">davaml\u0131 t\u0259kmill\u0259\u015fdirm\u0259<\/a>. Bununla siz y\u00fcks\u0259k t\u0259sirli sah\u0259l\u0259ri m\u00fc\u0259yy\u0259n ed\u0259 v\u0259 komandan\u0131za faktlara \u0259saslanan q\u0259rarlar q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn s\u0259lahiyy\u0259t ver\u0259 bil\u0259rsiniz.<\/p>\n<p>Bu yana\u015fma s\u00fcr\u0259tl\u0259ndirilmi\u015f r\u0259q\u0259msal transformasiyadan t\u0259kmil davaml\u0131 t\u0259cr\u00fcb\u0259l\u0259r\u0259 v\u0259 t\u0259kmill\u0259\u015fdirilmi\u015f ESG reytinql\u0259rin\u0259 q\u0259d\u0259r m\u00fcxt\u0259lif i\u015f n\u0259tic\u0259l\u0259rin\u0259 t\u0259kan verir.<\/p>\n<p>Bu, qlobal miqyasda \u0259n yax\u015f\u0131 m\u0259lumat yaradan sektorlar aras\u0131nda oldu\u011fu bildiril\u0259n bir sektor olan istehsalda x\u00fcsusil\u0259 vacibdir. \u0130stehsal liderl\u0259ri m\u0259lumatlar\u0131n\u0131n g\u00fcc\u00fcn\u00fc nec\u0259 a\u00e7aca\u011f\u0131n\u0131 bildikd\u0259, y\u00fcks\u0259k performansa nail ola v\u0259 \u00f6z h\u0259mya\u015f\u0131dlar\u0131ndan \u00fcst\u00fcn ola bil\u0259rl\u0259r.<\/p>\n<p>\u0130nnovativ m\u0259lumat-analitika platformas\u0131 il\u0259 liderl\u0259r s\u0259naye h\u0259mkarlar\u0131 il\u0259 qlobal miqyasda t\u0259kmill\u0259\u015fdirm\u0259 \u00fc\u00e7\u00fcn y\u00fcks\u0259k t\u0259sir g\u00f6st\u0259r\u0259n sah\u0259l\u0259ri v\u0259 m\u00fcqayis\u0259li n\u0259tic\u0259l\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn biznes s\u0259m\u0259r\u0259sizliyi haqq\u0131nda daha d\u0259rin fikirl\u0259r t\u0259klif ed\u0259r\u0259k, yeni m\u0259lumat n\u00f6qt\u0259l\u0259rini a\u00e7maq \u00fc\u00e7\u00fcn istehsal biznesl\u0259rini d\u0259yi\u015fdir\u0259 bil\u0259rl\u0259r.<\/p>\n<p>INCIT-in XIRI-Analytics kimi bir platformadan istifad\u0259 ed\u0259r\u0259k, istehsal t\u0259\u015fkilat\u0131n\u0131z boyunca \u0259h\u0259miyy\u0259tli d\u0259yi\u015fiklikl\u0259r\u0259 s\u0259b\u0259b ola bil\u0259c\u0259k bu yeni fikirl\u0259ri ortaya qoyma\u011fa haz\u0131rs\u0131n\u0131zm\u0131? Daha \u00e7ox \u00f6yr\u0259nm\u0259k \u00fc\u00e7\u00fcn, <a href=\"https:\/\/incit.org\/en\/\">INCIT veb-sayt\u0131m\u0131za daxil olun<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>In this golden age of digitalisation, manufacturing is one of the most data-heavy industries globally. According to Forbes, manufacturers annually generate an average of 1.9 petabytes. With AI playing a key role in the explosion of data, we asked it to help create an analogy about how much 1.9 petabytes of data equates to put [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":35117,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[82,208],"class_list":["post-34019","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-data-analytics","tag-data-in-manufacturing"],"acf":{"topic":"data analytics"},"_links":{"self":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/34019","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/comments?post=34019"}],"version-history":[{"count":1,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/34019\/revisions"}],"predecessor-version":[{"id":35118,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/34019\/revisions\/35118"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media\/35117"}],"wp:attachment":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media?parent=34019"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/categories?post=34019"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/tags?post=34019"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}