#pidata

[amjons]

Procurement Data Analysis | Data Visualisation | Data Categorisation | Data Services

PI Data Analytics simplifies procurement analytics, turning complex data into actionable insights for better decision-making.

[pidataanalytic]

5 Ways Gen AI is Changing Procurement

The rise of generative AI is reshaping procurement, making processes more efficient, accurate, and data-driven. Before diving into procurement data analysis, organisations must understand how AI-driven tools are enhancing decision-making and optimising operations. From automating supplier assessments to refining cost predictions, AI is transforming the way businesses approach procurement data analytics.

One major shift is in predictive analytics, where AI analyses patterns in procurement data to forecast future spending trends. This allows procurement data analysts to anticipate cost fluctuations and mitigate risks proactively. AI-driven insights also enhance supplier evaluations by assessing historical performance and identifying potential issues before they impact the supply chain.

Another significant impact is on data cleansing and classification. AI improves procurement data analysis by eliminating inconsistencies, categorising spend more accurately, and ensuring businesses can make well-informed purchasing decisions. With more reliable data, procurement teams can improve cost control and strengthen supplier relationships.

Contract analysis has also seen a transformation. AI-powered tools scan and analyse contracts for risks, compliance issues, and cost-saving opportunities. This helps organisations streamline contract negotiations and reduce legal exposure.

In procurement operations, AI enhances automation by handling routine tasks such as purchase order approvals and invoice matching. By reducing manual workload, teams can focus on strategic initiatives and supplier engagement, driving long-term value.

Finally, AI enhances procurement data analytics by identifying inefficiencies and suggesting cost-saving opportunities that may otherwise go unnoticed. With more precise insights, businesses can refine their purchasing index and optimise procurement strategies.

[voidsteffy]

trivia time

my dad loves andhra sweets (we dont live in andhra, haven't for a long time so he doesn't get them in years at a stretch) so whenever we go, it's like pure khatirdari:

madata kaja

putarekulu

aritikay bajjilu

pidata kinda pappu

kanda bacchali

panasapattu

bellam avakay

neti bobbattlu

while me and my mom just try and keep the nausea down cz we aren't big sweet or dry fruit people, and i could practically be allergic to jackfruit.

anyway, so everytime we go back home into the arms of my short yet very giving bamma, we have to eat somethings we generally don't want to. there's this sweet lady much like srk's aayi in swades and she's offering you putarekulu and you don't want to eat? you are hereaway banished from old-woman-hug-land. So i generally don't have as much interest in eating putarekulu as I have in eating the savory/spice section of the vindu bhojanam.

aritikay bajji? hand me that plate and bring three dozens more.

bamma cheti pulihara? aa pattu

junnu tinamma! inko aidu litrelu temma

cut mirchi? masala pettakapote chacchave

so that is why i don't like putarekulu that much (sorry i sat you down through this unnecessary stuff lol)

Hiiii

Ela unnavu??

Okay so choose one : khaja Or putharekulu

ugh you really know how to put me in the spot😭😭

i'll have to say kaja cz it's doesnt get stuck in my haphazard teeth so often

[xiryel]

Ru “El pequeño pidata”

[dhanixyz-blog]

Part 2

Pada saat itu yang bikin gw sebel bukan karena gw bakal di bully sama senior, yang bikin gw sebel adalah, tu cewek bilang gw bakal dikerjain senior dengan tampang bego, pake nyengir lebar.. . "gila lo ye, kayaknya seneng banget gw bakal dibantai" bentak gw. "Santai mas, jangan emosi.. tenang aja, ada gw" ucap dia dengan santai "santai dari hongkong, gw gugup abis nih, mana rame disono, lo emang ada ide apaan?" tanya gw. "heheheheeee.. tenang, pokoknya lo ikutin perintah gw" dia ngomong pake gaya bos2. Gw pun nurutin saran dia. "lo nyalain deh motor lo" perintahnya greeeeeeeeng... motor udah nyala, gw disuruh duduk, dan dia duduk dibelakang. "yaudah jalan bang, sampe gerbang" perintah dia "lo mau nyari mati apa, jelas2 gak boleh bawa kendaraan, lo malah nyuruh gw bawa kesono, dan sejak kapan gw jadi abang2 ojek?" sumpah kesel banget.. "udah ah bawel. pokoknyo jalan aja, gw jamin lo bakal selamet" dia ngomong dengan santai. Nih bocah kayaknya pas lahir brojolnya lama, soalnya orangnya santai abiss. jadi pas maknya lagi ngeden, dia ngomong "santai ma, masih enak didalem adem". Alhasil gw pun ikutin saran dia, gw jalan pelan banget saat itu, sumpah campur aduk perasaan gw. didalem hati cuma bisa berdo'a semoga kagak di hajar gw. pas didepan gerbang, semua senior cuma ngeliatin doang pas gw masuk, terus sampe parkiran gw AMAAAAN. gak ada yang manggil. Cewe : heheheee.. gimana? lo aman kan?? Gw : Gila lo ye, sakti juga. emang lo siapa sih? Cewe : hehehee.. cuma gitu doang, keciiiil.. oh ya, nama gw oliv, Lo?? Gw : Gw Deni. (kitapun bersalaman) Cewe : Yaudah, yuk ke lapangan, udah mau mulai pembagian kelasnya. tar telat. Tanpa ragu dia narik tangan gw. Gw shock, nih anak baru juga kenal udah maen tarik2 aja. Gw : yuk.. Emang lapangannya dimana? sambil jalan, Cewe : di lapangan basket belakang, buruan yuk, lari. Gw dan dia pun lari2 kecil karena takut terlampat. Sesampainya dilapangan sudah rame, dan semua anak baru berkumpul ditengah lapangan seperti mau upacara. Gw liat Andi lagi berdiri ditengah tengah, gw samperin dia. Gw : eh ndi, udah lama lo dateng? Andi : jam setengah 6 den. takut telat gw. bahaya kan hari pertama sudah di bully, bisa jatoh image gw. hehehehee... Gw : hahahaaa.. pagi betul om, biasanya juga lo bangun jam 7 kurang. mandi kagak lo kesini. Andi : hehehee,, tau aja lo kebiasaan gw. mandilah gw kesini, biar wangi, kali aja ada wewek yang nyantol. eh tu siapa? (bisik andi sambil nunjuk oliv) Gw : Cewek mulu otak lo.. sorry ndi, ini oliv anak baru juga sama kayak kita. "Liv ini andi, temen gw SMP" sambil ngomong ke oliv. Oliv : ooo.. iya, gw oliv. (sambil salaman ke andi). lo temennya deni? Andi : Yo'i .. sohib kentel kita. Oliv : ooo.. lai kali temen lo suruh rajin2 baca gih. (sambil cengengesan) Gw tau andi masih bingung maksud dari oliv. gw pun cuma cengar cengir. Belom sempet andi nanya terdengar suara dari pengeras suara. Artinya acara pembagian kelas segera dimulai. Kitapun langsung senyap. KepSek : Tes.. Tes.. (beliau ngecek mic) Setelah dikira cukup beliau memulai pidata, "Selamat pagi anak-anak ku sekalian, selamat datang di sekolah yang sama sama kita cintai... bla...bla...bla...bla... " gw lupa beliau ngomong apa aja.. soalnya lama banget. intinya dia cuma berpesan kepada kita semua untuk menjaga nama baik sekolah dll. Akhirnya pembagian kelas pun dimulai, untuk kelas 1, dibagi menjadi 10 kelas, 1A - 1J. Seperti janji mama nya Andi, gw lagi2 sekelas sama Andi, sebangku lagi, kita masuk kelas 1J kelas paling ujung.. Sedangkan oliv masuk ke kelas 1A. Jarak antar kelas kami lumayan jauh. Setelah pembagian kelas selesai, acara dilanjutkan dengan kegiatan MOS. Sumpah menurut gw, kegiatan ini yang paling membuat gw males untuk sekolah. Kegiatannya cuma ngerjain junior doang, dimana pada kegiatan itu senior selalu benar, dan junior slalu salah. Setiap kelas diawasi oleh 5 orang senior.Dimana tugas mereka adalah, memberikan arahan terkait peraturan dan pengetahuan2 mengenai sekolah (itu kalau menurut aturannya), sedangkan pada kenyataanya, kerja mereka cuma, nyurh kita yang nggaak2, kita disuruh nyanyi lah, joget lah, pokoknya nge bully abesss. Setelah kita semua masuk kelas, dikawal oleh wali kelas dan 5 pucuk senior (senior masih keliatan manis). kita pun memilih tempat duduk, gw sudah pasti dan harus duduk disamping Andi, kitapun sepakat untuk duduk dikursi favorit para lelaki yaitu di pojok belakang. karena posisi ini merupakan lokasi paling strategis untuk melakukan banyak aktifitas, contoh : Tidur, nyontek, merhatiin gebetan, baca komik dan masih banyak lagi keuntungannya duduk di pojok belakang. Kalau kata orang orang sekarang "Posisi menentukan prestasi" heheheee.. Setelah semuanya selesai, wali kelaspun akhirnya pamit keluar. baru 7 langkah wali kelas keluar senior2 sudah mulai keliatan taring dan tanduknya. kalau ibaratnya kita sudah meninggal baru 7 langkah yang ngelayat meninggalkan makam kita, siksa kubur sudah dimulai. Ohya sebelum masik ketahap penyiksaan, gw mau sedikit jelasin tentang senior2 "tercinta" dikelas kami. 1. Ikhsan : Belagu (pasti), sok Ganteng, sok jago, sok pinter 2. Robi : beda tipis sama ikhsan, cuma kayaknya masih kalah jam terbang doang dia. 3. Nando : sumpah yang satu ini, bikin gw sakit perut ketawa, sampe sekarang pun kalo inget muka dia, gw sering ketawa sendiri. Nih bocah, kurus, kecil, jerawatan, suarnya nyempreng. bisa saingan sama vespa gw. 4. Windra : Manis, ada tahi lalat di dagu kiri, kaya ita purnamasari. Tapi sayang cerewetttt. 5. Nanda : Ini yang paling the best menurut gw, pendiam, kerjanya baca komik doang didepan kelas. gk iseng. Dan mari kita mulai tahap penyiksaan. "WOIII,, KALIAN PIKIR KALIAN SIAPA HAAA? ENAK AJA MILIH KORSI SAMA TEMEN SENDIRI" teriak si ikhsan. "Semuanya berdiri didepan. kita yang nentuin lo duduk dimana dan sama siapa" lanjut Robi. Kita pun rame rame berdiri, kayak kambing yang dikumpulin buat dikurbanin. "Oke, gw akan paling nama kalian satu satu, kalian cukup nunjuk tangan doang, tak kita yang nentuin siapa sama siapa nya" cerocos Windra setelah semuanya dipanggil, gw yang terakhir belom dipanggil, gw cemas jga, kenapa gw belom disuruh duduk. Gw lait Andi sudah tenang dikursi, sebelahan sama cewek, namanya susi, anak nya manis. "Oke, semuanya sudah diatur tempat duduknya, silakan kalian kenalan dlu sama temen baru kalian" perintah ikhsan. huff dan Gw, masih berdiri didepan. Gw pun beraniin buat tanya, "Maaf kak, saya belom kebagian tempat duduk" ucap gw sopan. "eh, san. ada satu monyet belom kebagian phon tuh" ucap nando, dengan suara cemprengnya sambil cengengesan. Buset, gw dibilang monyet, kayak dia cakep aja. batin gw. "oh masih ada ya, kirain sudah habis" Robi cengengesan Perasaan gw mulai gak enak saat itu. "iya kak, saya belom kebagian tempat duduk" gw jawab dengan sopan "LO KIRA LO SIAPA NYET? JANGAN KIRA LO TEMEN ADEKNYA RANGGA TERUS GW BAKAL BIARIN LO KURANG AJAR" bentak ikhsan. sumpah gw bingung, maksudnya apaan, and who is rangga?. seluruh kelas diem, hening. "maksudnya paan kak? siapa rangga" bela gw "LO JANGAN PURA PURA BEGO NYET. LO ORANG PERTAMA YANG BERANI BAWA KENDARAAN KE SEKOLAH. LO PIKIR GW BAKAL BEBASIN LO GITU AJA" bentaknya lagi sambil dorong badan gw sampe nyender ke papan tulis. Sumpah gw bener2 gk tahan waktu itu. "santai boss, gw gak ngerti maksud lo paan? nada suara gw udah rada ninggi "ooo.. lo ngelawan" pelotot ikhsan. Gw liat Robi udah mulai berdiri, Nando juga mulai ksih perhatian. Windra cuma bengong, dan Nanda masih sibuk sama komiknya. "gw gk mau cari ribut boss, cuma gw gk ngerti maksud lo apaan" ucap gw santai. Mungkin ikhsan saat itu gk terima jawaban gw, dia langsung narik kantong baju seragam gw sampe robek dan menggantung kebalik. Lalu di tertawa kenceng banget, "heee,, kalian liat no, jagoan kita satu ini, ternyata cuma pake baju bekas" ledek ikhsan. Gw saat itu sudah gk tau gimana perasaan gw, sakit banget rasanya. Seragam yang gw pake saat itu adalah seragam SMP gw, dimana untuk logo dikantongnya masih warna kuning, dikarenakan masih layak dan juga penghematan, maka gw cuma beli logo SMA yang warna coklat dan gua timpa logo SMP nya. Dan pada saat kantong seragam itu robek maka logo SMP nya keliatan. "hei, lo gak mampu beli baju ya??" ledeknya Gw cuma diem, nyoba sabar... "disini bukan sekolah buat orang susah kayak lo" ledeknya lagi Gw masih sabar, karena gw sadar gw memang susah "orang tua lo gak mampu beliin baju baru ya, atau mungkin orang tua lo gk mau ngurusin lo lagi" ledek dia sambil ketawa. Sumpah saat itu gw gk tau setan apa yang melintas, gw langsung tendang perutnya dan dia langsu jatoh. "LO GK USAH BAWA2 ORANG TUA GW, NJING, INI URUSAN LO SAMA GW" gw meledak. gw dipegangin sama windra dan nanda. "LEPASIN GW" teriak gw. Ikhsan bangun dan mencoba membalas, robi dan nando megangin ikhsan. "awas lo ye, gw bales lo, ati ati lo" ancam ikhsan Mungkin karena gk kuat megangin gw, windra dan nanda melepaskan pegangan mereka ke gw. "lo kalo berani jangan disini, gw tunggu lo dibelakang" tantang gw. gw pun langsung keluar kelas dan jalan kebelakang. Sumpah saat itu gw bener bener kesetanan. Dia bawa2 orang tua gw untuk urusan kayak gini. Gw gk mau orang yang gw sayangi di hina sama mulut kotor dia. Sesampainya di belakang, gw sudah mulai tenang, dan gw liat ada cewek lagi duduk sendirian.. "Oliv" gw panggil "Deni" jawabnya melamun.

[alpicathings-blog]

Esta cosa falla en tantos niveles

[amjons]

Procurement Data Analysis | Data Visualisation | Data Categorisation | Pi Data Analytics

PI Data Analytics transforms procurement data into valuable insights. Improve supplier performance and track contract compliance with greater accuracy.

[pidataanalytic]

Understanding Procurement Analytics: A Complete Overview

Procurement analytics involves the use of data-driven insights to improve purchasing decisions, reduce costs, and enhance supply chain performance. By leveraging advanced tools and techniques, procurement data analysts help businesses make informed decisions based on historical and real-time data. PI Data Analytics specialises in providing tailored solutions that enable organisations to unlock the full value of their procurement data.

Data analytics for procurement helps organisations uncover patterns and trends that can influence strategic purchasing decisions. PI Analytics offers a detailed view of procurement activities, empowering companies to track spending, evaluate supplier performance, and predict future needs. With PI Data Analytics’ expertise, businesses can make smarter choices, reducing risks and maximising efficiency.

At the heart of procurement data analysis is the Purchasing Index, which provides companies with benchmarks for assessing procurement performance. PI Datametrics Australia is renowned for helping companies evaluate their procurement health through insightful analysis. By integrating procurement data with tools from data analytics companies in Melbourne, like PI Data, companies can access big data services that lead to actionable insights.

Data analytics for procurement is no longer just about tracking spending. It involves identifying trends, optimising supplier relationships, and making data-backed decisions that improve operational efficiency. With PI Data Analytics, companies can access cutting-edge analytics tools designed to improve procurement processes.

[amjons]

Procurement Data Analysis | Data Visualisation | PI Data Anyalitics

Gain better insights into your purchasing strategies with PI Data Analytics. Our Melbourne data analytics platform simplifies procurement data analysis.

[amjons]

Procurement Data Analysis | Purchasing Index | PI Data Analytics

PI Data Analytics accelerates procurement insights with advanced tools and expertise, helping businesses act quickly and efficiently.

[amjons]

Procurement Data Analysis | Data Visualisation | PI Data Analytics

PI Data Analytics helps companies unlock valuable insights into procurement activities. With advanced Procurement Data Analysis, PI Data Analytics drives more informed decision-making in the purchasing process.

[pidataanalytic]

Steps to Implementing a PI Data Analytics Strategy in Your Organisation

Developing a PI Data Analytics strategy within your organisation can significantly enhance decision-making, streamline processes, and improve overall performance. Implementing an effective data analytics strategy requires careful planning and execution. Here’s how you can get started.

Identify Objectives: The first step is to define clear goals. What do you want to achieve with data analytics? For example, Procurement Data Analysts often focus on optimising supplier performance or reducing costs. Clearly outline the areas that data analytics will address.

Collect Relevant Data: Once your objectives are clear, focus on gathering the right data. Ensure that your data sources are reliable and accurate. In procurement, this could include data from supplier contracts, purchase orders, and financial transactions.

Choose the Right Tools: Select analytics tools that align with your organisation's needs. A comprehensive Data Analytics for Procurement solution can help you analyse procurement patterns, supplier performance, and cost efficiencies. These tools should offer visualisation features that make it easy to interpret results.

Build a Skilled Team: Having the right team in place is crucial. This includes data analysts and procurement professionals who understand both the technical aspects of data analytics and the practical requirements of procurement processes. Empowering a Procurement Data Analyst ensures that data is not only collected but also interpreted and acted upon.

Continuous Monitoring and Improvement: Implementing a data analytics strategy isn’t a one-time effort. You need to continuously monitor the data, review the outcomes, and make necessary adjustments to refine the strategy. Regular feedback loops will ensure that the analytics strategy remains aligned with organisational goals.

By following these steps, your organisation can develop an effective PI Data Analytics strategy that brings actionable insights to procurement processes and beyond.

[amjons]

Procurement Data Analysis | Data Visualisation | PI Data Analytics

Increase process efficiency with PI Data Analytics. Discover insights that drive productivity, reduce costs, and improve decision-making.

[amjons]

Data Analytics for Procurement | Purchasing Index | PI Data Analytics

Procurement data analysis helps companies make better purchasing decisions. With PI Data Analytics, you can gain insights that improve supplier performance and cut costs. Discover how PI Analytics can transform your procurement strategy.

[amjons]

Procurement Data Analysis | Purchasing Index | PI Data Analytics

PI Data Analytics offers specialised procurement data analyst services to improve your procurement process. Gain actionable insights into your spending and suppliers. Use our analysis to make better procurement decisions.

[amjons]

Procurement Data Analysis | Purchasing Index | PI Data Analytics

Our procurement data analyst services at PI Data Analytics ensure you get the most from your procurement data. Gain detailed insights into spending trends and supplier performance. Improve your procurement strategies with accurate analysis.