{"loaderData":{"0":{"dehydratedState":{"mutations":[],"queries":[{"dehydratedAt":1783940406549,"state":{"data":{"isMobile":false,"isBot":true,"isWebView":false,"isIOSMobile":false,"isAndroidMobile":false,"platform":null,"isIOSWebview":false,"isAndroidWebview":false,"isAppWebview":false,"queryParams":{},"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"},"dataUpdateCount":1,"dataUpdatedAt":1783940406545,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["globalContext"],"queryHash":"[\"globalContext\"]"},{"dehydratedAt":1783940406549,"state":{"data":{"success":true,"data":[{"id":7,"documentId":"iyq0jq7k052zinaj69e8x93x","flag":true,"description":"Enables the new checkout UI when set to true; falls back to the classic design when false.","name":"UseNewCheckoutDesign","createdAt":"2025-08-11T08:00:52.492Z","updatedAt":"2025-08-27T11:18:43.302Z","publishedAt":"2025-08-27T11:18:43.314Z","platform":"all"},{"id":47,"documentId":"cgb365rzjhkbijx5ksy9i4pw","flag":true,"description":"Kupon Kodu sistemi aktif mi?","name":"isCouponActive","createdAt":"2025-11-01T02:28:23.97Z","updatedAt":"2025-11-12T08:33:57.57Z","publishedAt":"2025-11-12T08:33:57.581Z","platform":"all"},{"id":59,"documentId":"iwz2vziu5k60fe59gx37yrmo","flag":false,"description":"Facebook login-register active","name":"isFacebookLoginActive","createdAt":"2026-01-27T07:30:23.179Z","updatedAt":"2026-01-27T07:30:23.179Z","publishedAt":"2026-01-27T07:30:23.185Z","platform":"all"},{"id":60,"documentId":"wc3lmt5jnhf9sr3ehq944n6d","flag":true,"description":"Ürün kartlarına (productBox'lara), API'dan gelen regular_price (indirimsiz ham fiyat) alanını da entegre edilecektir.\nBu entegrasyonun Feature Toggle ile açılıp/kapanabilmesi için tanımlanmıştır.","name":"showBasketPrice","createdAt":"2025-12-31T07:57:34.473Z","updatedAt":"2026-01-27T08:47:30.024Z","publishedAt":"2026-01-27T08:47:30.032Z","platform":"all"},{"id":95,"documentId":"he73p915evjfdl468pgb4stb","flag":false,"description":"Android şifrelemenin geriye mekanizmasının geriye alınmasını sağlar.","name":"isCryptoBackupActive","createdAt":"2026-02-23T13:15:40.464Z","updatedAt":"2026-02-23T13:15:40.464Z","publishedAt":"2026-02-23T13:15:40.485Z","platform":"android"},{"id":97,"documentId":"s6zg6ds2wzj9stwdmf2r9wy1","flag":true,"description":"AppMetrica analytic sdk'inin açılıp kapanmasını kontrol eder","name":"isAppMetricaActive","createdAt":"2026-02-23T13:16:48.5Z","updatedAt":"2026-02-23T13:16:48.5Z","publishedAt":"2026-02-23T13:16:48.507Z","platform":"all"},{"id":103,"documentId":"kf447ak30bfr1nub9neizgjp","flag":true,"description":"Adres formlarında PttAVM Global kapsamında Bulgaristan eklenmesi. Bu toggle kapalı ise default Türkiye olarak davranır ve ülke seçimi yapılamaz.","name":"isMultipleCountryActive","createdAt":"2026-03-23T14:41:17.114Z","updatedAt":"2026-03-23T21:31:41.353Z","publishedAt":"2026-03-23T21:31:41.364Z","platform":"all"},{"id":104,"documentId":"xyc7mxz6d821jm4gic8eefx4","flag":false,"description":"Satıcıya Soru Sorma Özelliği için ana sayfada duyuru pop-up'ı göstermek için bu toggle aktif olmalıdır.","name":"showQnaAnnouncements","createdAt":"2026-03-13T22:37:10.018Z","updatedAt":"2026-04-06T08:04:08.464Z","publishedAt":"2026-04-06T08:04:08.484Z","platform":"all"},{"id":112,"documentId":"w4doqtv94j9e0uus999brhhx","flag":true,"description":"Google login-register active","name":"isGoogleLoginActive","createdAt":"2026-01-27T07:30:03.593Z","updatedAt":"2026-04-30T10:54:01.5Z","publishedAt":"2026-04-30T10:54:01.513Z","platform":"all"},{"id":114,"documentId":"lsf19v0x7vct4ozpj3ywpip5","flag":false,"description":"Hero Animasyon: Ürün detay ekranına geçerken gösterilen görsel animasyonu","name":"isHeroAnimationActive","createdAt":"2026-06-16T10:38:17.897Z","updatedAt":"2026-06-16T10:38:17.897Z","publishedAt":"2026-06-16T10:38:17.91Z","platform":"all"},{"id":116,"documentId":"ql0n1c5yq750u4n0eb41i5v2","flag":false,"description":"Desktop header'da bulunan mobil app indir kupon kazan componentinin açılıp kapanmasını sağlar","name":"showHeaderCoupon","createdAt":"2026-06-26T11:01:38.489Z","updatedAt":"2026-06-26T11:01:38.489Z","publishedAt":"2026-06-26T11:01:38.506Z","platform":"all"}]},"dataUpdateCount":1,"dataUpdatedAt":1783940406549,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["featureToggles"],"queryHash":"[\"featureToggles\"]"}]},"Component":{"displayName":"Loadable"}},"0-0":{"dehydratedState":{"mutations":[],"queries":[{"dehydratedAt":1783940406549,"state":{"data":{"isMobile":false,"isBot":true,"isWebView":false,"isIOSMobile":false,"isAndroidMobile":false,"platform":null,"isIOSWebview":false,"isAndroidWebview":false,"isAppWebview":false,"queryParams":{},"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"},"dataUpdateCount":1,"dataUpdatedAt":1783940406545,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["globalContext"],"queryHash":"[\"globalContext\"]"},{"dehydratedAt":1783940406549,"state":{"data":{"data":[{"id":86744,"url":"https://www.pttavm.com/kampanyalar/ayin-yildizli-urunlerinde-firsatlari-kacirma-PC84C3AF070726","isActive":true,"imageUrl":"https://cdn-img.pttavm.com/cdn/images/cdn_img_6a4cb15b2aaa8.jpg","name":"Ayın Yıldızlı Ürünlerinde Fırsatları Kaçırma","targetUrl":"pttavm://campaigns?slug=ayin-yildizli-urunlerinde-firsatlari-kacirma-PC84C3AF070726"}]},"dataUpdateCount":1,"dataUpdatedAt":1783940406549,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["masthead"],"queryHash":"[\"masthead\"]"}]},"Component":{"displayName":"Loadable"}},"slug-page":{"dehydratedState":{"mutations":[],"queries":[{"dehydratedAt":1783940407309,"state":{"data":{"isMobile":false,"isBot":true,"isWebView":false,"isIOSMobile":false,"isAndroidMobile":false,"platform":null,"isIOSWebview":false,"isAndroidWebview":false,"isAppWebview":false,"queryParams":{},"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"},"dataUpdateCount":1,"dataUpdatedAt":1783940406545,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["globalContext"],"queryHash":"[\"globalContext\"]"},{"dehydratedAt":1783940407309,"state":{"data":{"data":{"success":true,"info":{"id":1414957617,"isAdult":false,"item_group_id":1414957617,"name":"Hands-On Prescriptive Analytics: Optimizing Your Decision Making with Python - Walter R. Paczkowski","url":"hands-on-prescriptive-analytics-optimizing-your-decision-making-with-python-walter-r-paczkowski-p-1414957617","brand":null,"shortDescription":null,"category":{"id":4070,"name":"Programlama","category_slug":"programlama-kitaplari","url":"programlama-kitaplari","breadcrumb":["Kitap","Bilgisayarlar ve İnternet","Programlama"],"parent_id":4065},"breadcrumbs":[{"id":"15","name":"Kitap","url":"https://www.pttavm.com/kitap-c-15"},{"id":"4065","name":"Bilgisayarlar ve İnternet","url":"https://www.pttavm.com/bilgisayarlar-ve-internet-kitaplari-c-4065"},{"id":"4070","name":"Programlama","url":"https://www.pttavm.com/programlama-kitaplari-c-4070"}],"warranty_months":0,"buyback":false,"stock":1000,"isPurchasable":true,"isVariantPurchasable":true,"isFavorited":false,"imageUrl":"https://cdn-s3.pttavm.com/pimages/592/141/495/8c25e340-9df6-4b88-a798-b56fc518f9df.webp","comment":{"count":0,"text":"0 yorum","rate":"0.0"},"merchant":{"id":"852608","name":"İthal Kitaplar","rate":"%80.0"},"externalSource":{"barcode":"9781098153175-7676","brand":null,"catalogBarcode":null,"isVariant":false}},"cart":{"price":{"currency":"TL","originalPrice":1036.76,"regularPrice":1114.8,"discountedPrice":1036.76,"originalPriceText":"1.036,76 TL","discountedPriceText":"1.036,76 TL","regularPriceText":"1.114,80 TL","discountRate":0,"isPriceDiscounted":true,"discountedLabelText":"İndirimli Ürün","discountedRateText":null,"discountedRateTextColor":null,"discountedLabelTextColor":null},"addToCart":{"text":"Sepete Ekle","textColor":"#FFFFFF","backgroundColor":"#2C21ED"}},"seo":{"jsonLd":[{"@context":"https://schema.org","@type":"Product","name":"Hands-On Prescriptive Analytics: Optimizing Your Decision Making with Python - Walter R. Paczkowski","description":null,"sku":"1414957617","mpn":"1414957617","brand":{"@type":"Brand","name":"İthal Kitaplar"},"category":"Programlama","url":"https://www.pttavm.com/hands-on-prescriptive-analytics-optimizing-your-decision-making-with-python-walter-r-paczkowski-p-1414957617","image":["https://cdn-s3.pttavm.com/pimages/592/141/495/8c25e340-9df6-4b88-a798-b56fc518f9df.webp"],"offers":{"@type":"Offer","price":1036.76,"priceCurrency":"TRY","availability":"https://schema.org/InStock","seller":{"@type":"Organization","name":"İthal Kitaplar"},"highPrice":1114.8,"lowPrice":1036.76,"shippingDetails":{"@type":"OfferShippingDetails","shippingRate":{"@type":"MonetaryAmount","value":0,"currency":"TRY"}}},"review":null,"warranty":null,"itemCondition":"https://schema.org/NewCondition","additionalProperty":[{"@type":"PropertyValue","name":"External ID","value":"9781098153175-7676"}]},{"@context":"https://schema.org","@type":"Organization","name":"İthal Kitaplar","url":"https://www.pttavm.com/ithal-kitaplar","logo":"https://cdn-merchant.pttavm.com/merchant-asset/merchant/cd20d468-a420-428b-9a68-1976f99d0d0d/852608.jpg","aggregateRating":{"@type":"AggregateRating","ratingValue":4,"reviewCount":154,"bestRating":5,"worstRating":1}},{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https://www.pttavm.com"},{"@type":"ListItem","position":2,"name":"Kitap","item":"https://www.pttavm.com/kitap-c-15"},{"@type":"ListItem","position":3,"name":"Bilgisayarlar ve İnternet","item":"https://www.pttavm.com/bilgisayarlar-ve-internet-kitaplari-c-4065"},{"@type":"ListItem","position":4,"name":"Programlama","item":"https://www.pttavm.com/programlama-kitaplari-c-4070"},{"@type":"ListItem","position":5,"name":"Hands-On Prescriptive Analytics: Optimizing Your Decision Making with Python - Walter R. Paczkowski","item":"https://www.pttavm.com/hands-on-prescriptive-analytics-optimizing-your-decision-making-with-python-walter-r-paczkowski-p-1414957617"}]},{"@context":"https://schema.org","@type":"WebSite","name":"PTTAVM","url":"https://www.pttavm.com","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://www.pttavm.com/arama?q={search_term_string}"},"query-input":"required name=search_term_string"}}]},"components":[{"type":"Row","typeId":16,"isSelected":false,"data":{"columns":[{"content":[{"type":"Images","typeId":4,"isSelected":false,"data":{"images":[{"original":"https://cdn-s3.pttavm.com/pimages/592/141/495/8c25e340-9df6-4b88-a798-b56fc518f9df.webp","thumbnail":"https://cdn-s3.pttavm.com/pimages/170/141/495/8c25e340-9df6-4b88-a798-b56fc518f9df.webp"}],"badges":[],"imageCount":1},"sortId":0,"id":"nested-920-Images"}]},{"content":[{"type":"Summary","typeId":3,"isSelected":false,"data":{"title":"Hands-On Prescriptive Analytics: Optimizing Your Decision Making with Python - Walter R. Paczkowski","maxLines":2,"reviews":{"ratingIcon":null,"rating":0,"formattedRating":"0.0","reviewCount":0,"formattedReviewCount":"(0)","emptyCommentText":"Bu ürüne henüz yorum yapılmadı."}},"sortId":0,"id":"nested-921-Summary"},{"type":"Variant","typeId":14,"isSelected":false,"data":[],"sortId":2,"id":"nested-921-Variant"},{"type":"ShippingInfo","typeId":18,"isSelected":false,"data":{"shipPrice":0,"isFreeShipping":true,"kargomat":false,"cashOnDelivery":true},"sortId":3,"id":"nested-921-ShippingInfo"},{"type":"Regional","typeId":10,"isSelected":false,"data":{"regional":{"status":0,"isRegionalMerchant":false,"icon":null,"infoText":"Bu ürünün satıcısı sadece aşağıdaki şehirlere teslimat yapabiliyor:","provinces":""}},"sortId":5,"id":"nested-921-Regional"},{"type":"Coupons","typeId":26,"isSelected":false,"data":{"listType":"Pdp","categoryId":4070,"brandId":null,"merchantId":852608,"productId":1414957617},"sortId":6,"id":"nested-921-Coupons"}]}],"display":null},"sortId":0,"id":"row-summary"},{"type":"AddToCart","typeId":17,"isSelected":false,"data":{"price":{"currency":"TL","originalPrice":1036.76,"regularPrice":1114.8,"discountedPrice":1036.76,"originalPriceText":"1.036,76 TL","discountedPriceText":"1.036,76 TL","regularPriceText":"1.114,80 TL","discountRate":0,"isPriceDiscounted":true,"discountedLabelText":"İndirimli Ürün","discountedRateText":null,"discountedRateTextColor":null,"discountedLabelTextColor":null},"addToBasket":{"text":"Sepete Ekle","textColor":"#FFFFFF","backgroundColor":"#2C21ED"},"shoppingLoan":null,"shipment":{"icon":null,"text":"2 gün içinde kargoda"},"installment":{"icon":null,"text":"Üründe taksit avantajı var."},"merchant":{"name":"İthal Kitaplar","ratings":{"rating":80,"formattedRating":"80.0"},"isAskMerchantButtonActive":true,"shopId":852608,"slug":"ithal-kitaplar","isRegionalMerchant":false,"isNewMerchant":false},"otherMerchant":null},"sortId":1,"id":"52861971-e69a-487c-9e42-551f684ecbf2"},{"type":"Row","typeId":16,"isSelected":false,"data":{"columns":[{"content":[{"type":"Description","typeId":24,"isSelected":false,"data":{"title":"Ürün Açıklaması","description":"

Business decisions in any context—operational, tactical, or strategic—can have considerable consequences. Whether the outcome is positive and rewarding or negative and damaging to the business, its employees, and stakeholders is unknown when action is approved. These decisions are usually made under the proverbial cloud of uncertainty.

With this practical guide, data analysts, data scientists, and business analysts will learn why and how maximizing positive consequences and minimizing negative ones requires three forms of rich information: Descriptive analytics explores the results from an action—what has already happened. Predictive analytics focuses on what could happen. The third, prescriptive analytics, informs us what should happen in the future.

While all three are important for decision-makers, the primary focus of this book is on the third: prescriptive analytics. Author Walter R. Paczkowski, Ph.D. shows you:

","properties":null},"sortId":0,"id":"nested-922-Description"},{"type":"Reviews","typeId":8,"isSelected":false,"data":{"title":"Değerlendirmeler","ratingSummary":null,"aiSummary":null,"items":null,"emptyText":"Henüz bir değerlendirme yapılmamış."},"sortId":1,"id":"nested-922-Reviews"},{"type":"ProductQuestions","typeId":27,"isSelected":false,"data":{"questionItems":[],"totalQuestionCount":0},"sortId":2,"id":"nested-922-ProductQuestions"},{"type":"InstallmentOptions","typeId":20,"isSelected":false,"data":{"title":"Taksit Seçenekleri","icon":"https://img.pttavm.com/frontend/pdp-icons/credit_card_Rounded.png","maxInstallment":0,"isGold":false},"sortId":3,"id":"nested-922-InstallmentOptions"},{"type":"ShoppingLoan","typeId":21,"isSelected":false,"data":{"title":"Alışveriş Kredisi","icon":"https://img.pttavm.com/frontend/pdp-icons/approval_delegation_Rounded.png"},"sortId":4,"id":"nested-922-ShoppingLoan"},{"type":"CancellationAndRefund","typeId":23,"isSelected":false,"data":{"title":"İptal ve İade","icon":"https://img.pttavm.com/frontend/pdp-icons/undo_Rounded.png"},"sortId":5,"id":"nested-922-CancellationAndRefund"}]}],"display":null},"sortId":2,"id":"tabComponent-1"},{"type":"Recommendation","typeId":0,"isSelected":false,"data":{"placementId":"product_page.web_rank1","insiderRecoId":null,"source":"insider","display":{"id":3153,"backgroundColor":"#f6f5fd","titleColor":"#212324","title":"Benzer Ürünler","iconUrl":null,"aspectRatio":null,"button":{"id":3125,"buttonBackgroundColor":null,"buttonIconColor":null,"targetUrl":null,"url":null,"buttonText":null,"buttonTextColor":null}},"campaignId":null,"strategyId":null},"sortId":3,"id":"5c4b74ab-8241-4b10-b731-b5f8d0b29d66"},{"type":"Recommendation","typeId":0,"isSelected":false,"data":{"placementId":"product_page.web_rank2","insiderRecoId":null,"source":"insider","display":{"id":3154,"backgroundColor":"#f6f5fd","titleColor":"#212324","title":"Kategorinin Çok Satanları","iconUrl":null,"aspectRatio":null,"button":{"id":3126,"buttonBackgroundColor":null,"buttonIconColor":null,"targetUrl":null,"url":null,"buttonText":null,"buttonTextColor":null}},"campaignId":null,"strategyId":null},"sortId":4,"id":"f98e292f-99d9-4cc9-87b9-6e18459bf012"},{"type":"Recommendation","typeId":0,"isSelected":false,"data":{"placementId":"product_page.web_rank3","insiderRecoId":null,"source":"insider","display":{"id":3155,"backgroundColor":"#f6f5fd","titleColor":"#212324","title":"Kategorinin Çok Bakılanları","iconUrl":null,"aspectRatio":null,"button":{"id":3127,"buttonBackgroundColor":null,"buttonIconColor":null,"targetUrl":null,"url":null,"buttonText":null,"buttonTextColor":null}},"campaignId":null,"strategyId":null},"sortId":5,"id":"87acb1b4-2d49-4080-89bc-9372ced22ea8"},{"type":"Recommendation","typeId":0,"isSelected":false,"data":{"placementId":"product_page.web_rank4","insiderRecoId":null,"source":"insider","display":{"id":3156,"backgroundColor":"#f6f5fd","titleColor":"#212324","title":"Sıklıkla Birlikte Alınanlar","iconUrl":null,"aspectRatio":null,"button":{"id":3128,"buttonBackgroundColor":null,"buttonIconColor":null,"targetUrl":null,"url":null,"buttonText":null,"buttonTextColor":null}},"campaignId":null,"strategyId":null},"sortId":6,"id":"44d310ed-819a-4b9e-97c5-1dd7b1c1f39d"},{"type":"Recommendation","typeId":0,"isSelected":false,"data":{"placementId":"product_page.web_rank5","insiderRecoId":null,"source":"insider","display":{"id":3157,"backgroundColor":"#F6F5FD","titleColor":"#212324","title":"Son Gezdiğin Ürünler","iconUrl":null,"aspectRatio":null,"button":{"id":3129,"buttonBackgroundColor":null,"buttonIconColor":null,"targetUrl":null,"url":null,"buttonText":null,"buttonTextColor":null}},"campaignId":null,"strategyId":null},"sortId":7,"id":"6c730031-3cc2-4cab-870e-8c943ddb1991"}]},"success":true},"dataUpdateCount":1,"dataUpdatedAt":1783940407309,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["productDetail","1414957617",false],"queryHash":"[\"productDetail\",\"1414957617\",false]"}]},"Component":{"displayName":"Loadable"}},"0-0-14-0":{"dehydratedState":{"mutations":[],"queries":[{"dehydratedAt":1783940406545,"state":{"data":{"isMobile":false,"isBot":true,"isWebView":false,"isIOSMobile":false,"isAndroidMobile":false,"platform":null,"isIOSWebview":false,"isAndroidWebview":false,"isAppWebview":false,"queryParams":{},"userAgent":"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"},"dataUpdateCount":1,"dataUpdatedAt":1783940406545,"error":null,"errorUpdateCount":0,"errorUpdatedAt":0,"fetchFailureCount":0,"fetchFailureReason":null,"fetchMeta":null,"isInvalidated":false,"status":"success","fetchStatus":"idle"},"queryKey":["globalContext"],"queryHash":"[\"globalContext\"]"}]},"Component":{"displayName":"Loadable"}}},"actionData":null,"errors":null}