{"id":522,"date":"2018-10-11T00:00:00","date_gmt":"2018-10-10T22:00:00","guid":{"rendered":"https:\/\/blog.deepki.com\/2018\/10\/11\/data-management-bonnes-donnees-bon-usage\/"},"modified":"2021-11-12T10:07:12","modified_gmt":"2021-11-12T10:07:12","slug":"data-management-bonnes-donnees-bon-usage","status":"publish","type":"post","link":"https:\/\/www.deepki.com\/fr\/blog\/data-management-bonnes-donnees-bon-usage\/","title":{"rendered":"Data management : les bonnes donn\u00e9es pour le bon usage &#8211; Retour d&rsquo;exp\u00e9rience sur un projet de gestion des fluides"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"font-weight: bold; color: #000000;\"><span class=\"dropcap\">I<\/span><strong>l n\u2019est pas toujours \u00e9vident de savoir quelles donn\u00e9es utiliser pour mettre en place une politique de gestion des fluides efficace. Dans cet article, Le Blog de Deepki s\u2019int\u00e9resse aux 4 grands types de donn\u00e9es existantes \u00e0 collecter en priorit\u00e9 et \u00e0 leurs enjeux.<\/strong><\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>Les donn\u00e9es patrimoniales<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es patrimoniales sont par d\u00e9finition les donn\u00e9es relatives au patrimoine, c\u2019est-\u00e0-dire au parc immobilier g\u00e9r\u00e9.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es patrimoniales regroupent de mani\u00e8re non exhaustive les donn\u00e9es suivantes :<\/span><\/p>\n<p><\/p>\n<ul>\n<li><span style=\"color: #000000;\">Surfaces des immeubles et des lots ;<\/span><\/li>\n<li><span style=\"color: #000000;\">\u00c9tats locatifs mensuels comprenant entre autres les surfaces louables et les surfaces lou\u00e9es, la description des lots, etc. ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Caract\u00e9ristiques techniques des actifs comprenant notamment l\u2019ann\u00e9e de construction, le type de production CVC, etc. ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Informations prestataires comprenant notamment le nom des prestataires, la dur\u00e9e et la nature des contrats, etc. ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Donn\u00e9es d\u2019identification des immeubles comprenant l\u2019identifiant de l\u2019immeuble, son nom, son adresse, etc.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es comme les surfaces permettent de calculer la consommation surfacique (kWh\/m2) et de comparer les b\u00e2timents d\u2019un m\u00eame parc immobilier entre eux afin de distinguer les bons des mauvais \u00e9l\u00e8ves. Les caract\u00e9ristiques techniques des actifs aident \u00e0 comprendre la cause des anomalies quand elles sont d\u00e9tect\u00e9es et \u00e0 prioriser les travaux de r\u00e9novation \u00e0 mettre en place au sein d\u2019un parc immobilier.<\/span><\/p>\n<p style=\"text-align: right;\"><span style=\"color: #000000;\"><em>\u00c0 lire \u00e9galement : <a style=\"color: #000000;\" href=\"https:\/\/www.deepki.com\/fr\/blog\/obligation-renovation-energetique-batiments\/\" target=\"_blank\" rel=\"noopener noreferrer\">L\u2019obligation de r\u00e9novation \u00e9nerg\u00e9tique des b\u00e2timents fait son grand come-back !<\/a><\/em><\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>Les donn\u00e9es de fluides<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es de fluides sont toutes les donn\u00e9es en rapport avec la consommation de fluides. Ces donn\u00e9es concernent aussi bien l\u2019\u00e9lectricit\u00e9 que le gaz naturel, le chauffage et le froid urbain, la chaleur et le froid interne, l\u2019eau mais aussi les d\u00e9chets.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es de fluides regroupent de mani\u00e8re non exhaustive les donn\u00e9es suivantes :<\/span><\/p>\n<p><\/p>\n<ul>\n<li><span style=\"color: #000000;\">Factures collect\u00e9es pour les contrats aff\u00e9rents aux parties communes et \u00e0 certaines parties privatives des immeubles ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Factures ou feuillets de gestion des fournisseurs d\u2019\u00e9nergies\/fluides, collect\u00e9es pour les contrats aff\u00e9rents aux parties privatives lou\u00e9es des immeubles ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Factures ou reportings des fournisseurs de services d\u2019\u00e9limination des d\u00e9chets \u00e9mis ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Donn\u00e9es de consommation.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Vous pouvez notamment retrouver ces donn\u00e9es dans les factures, contrats ou t\u00e9l\u00e9-rel\u00e8ves.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les factures collect\u00e9es peuvent \u00eatre contr\u00f4l\u00e9es afin de s\u2019assurer qu\u2019aucune erreur de facturation n\u2019a \u00e9t\u00e9 commise. En effet, on estime qu\u2019une facture d\u2019\u00e9lectricit\u00e9 sur 60 et une facture de gaz sur 30 comprend une erreur. Les donn\u00e9es de consommation, crois\u00e9es avec les informations patrimoniales, permettent de d\u00e9tecter d\u2019\u00e9ventuelles d\u00e9rives.<\/span><\/p>\n<p style=\"text-align: right;\"><span style=\"color: #000000;\"><em>\u00c0 lire \u00e9galement : <a style=\"color: #000000;\" href=\"https:\/\/www.deepki.com\/fr\/blog\/factures-energetiques-disent-long-regulation-equipements\/\" target=\"_blank\" rel=\"noopener noreferrer\">Quand vos factures \u00e9nerg\u00e9tiques en disent long sur la r\u00e9gulation de vos \u00e9quipements<\/a><\/em><\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>Les donn\u00e9es d\u2019activit\u00e9<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les <strong>donn\u00e9es d\u2019activit\u00e9<\/strong> sont toutes les donn\u00e9es relatives \u00e0 l\u2019activit\u00e9 des sites \u00e9tudi\u00e9s.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es d\u2019activit\u00e9 regroupent de mani\u00e8re non exhaustive les donn\u00e9es suivantes :<\/span><\/p>\n<p><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Horaires d\u2019ouvertures<\/strong> des b\u00e2timents commerciaux ou recevant du public ;<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u00c9tats locatifs mensuels<\/strong> comprenant entre autres les noms des preneurs \u00e0 bail et les lots associ\u00e9s, les dates des baux, les taux d\u2019occupation physiques et financiers, etc. ;<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Nature, contacts, dur\u00e9es et modalit\u00e9s des contrats de prestation<\/strong> notamment concernant le Facility Management, l\u2019entretien des ascenseurs, ou encore les contrats d\u2019\u00e9nergie ;<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Autres indicateurs d\u2019usage du b\u00e2timent<\/strong> comme le nombre de repas servis dans les RIE ou le nombre de postes de travail d\u00e9clar\u00e9s par exemple.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">L\u2019utilisation des horaires d\u2019ouverture des b\u00e2timents commerciaux peut notamment permettre de d\u00e9tecter des gaspillages dus \u00e0 une mauvaise gestion du magasin : des lumi\u00e8res rest\u00e9es allum\u00e9es la nuit, des \u00e9quipements mis en marche trop t\u00f4t, un syst\u00e8me de climatisation rest\u00e9 en marche apr\u00e8s la fermeture etc.<\/span><\/p>\n<p style=\"text-align: right;\"><span style=\"color: #000000;\"><em>\u00c0 lire \u00e9galement : <a style=\"color: #000000;\" href=\"https:\/\/www.deepki.com\/fr\/blog\/retail-algorithme-gaspillage-energetique\/\" target=\"_blank\" rel=\"noopener noreferrer\">Retour d\u2019exp\u00e9rience sur un algorithme qui lutte contre le gaspillage \u00e9nerg\u00e9tique dans le Retail<\/a><\/em><\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>Les autres donn\u00e9es utiles<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">D\u2019autres donn\u00e9es sont susceptibles d\u2019\u00eatre prises en compte dans le cas de la mise en place d\u2019une politique de gestion des fluides.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les autres donn\u00e9es regroupent de mani\u00e8re non exhaustive les donn\u00e9es suivantes :<\/span><\/p>\n<p><\/p>\n<ul>\n<li><span style=\"color: #000000;\">Donn\u00e9es m\u00e9t\u00e9o dont notamment les DJU ;<\/span><\/li>\n<li><span style=\"color: #000000;\">\u00c9volution des tarifs r\u00e9glement\u00e9s comme le TURPE ou l\u2019ATRD ;<\/span><\/li>\n<li><span style=\"color: #000000;\">\u00c9volution des facteurs d\u2019\u00e9mission ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Facteurs de conversion \u00e9nerg\u00e9tiques et eau ;<\/span><\/li>\n<li><span style=\"color: #000000;\">Donn\u00e9es urbaines etc.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Les donn\u00e9es m\u00e9t\u00e9orologiques permettent notamment d\u2019expliquer certaines variations de consommation. En effet, il est normal de consommer plus de chauffage en hiver qu\u2019au printemps par exemple. De la m\u00eame mani\u00e8re, la modification des tarifs r\u00e9glement\u00e9s doit \u00e9galement \u00eatre prise en compte dans le contr\u00f4le des factures afin de v\u00e9rifier chaque brique de co\u00fbt.<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>Contextualisation de donn\u00e9es : quels enjeux ?<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Ces donn\u00e9es collect\u00e9es et contextualis\u00e9es pourront alors permettre de mettre en place une d\u00e9marche de data management afin de :<\/span><\/p>\n<p><\/p>\n<ul>\n<li><span style=\"color: #000000;\">obtenir une <strong>vision claire du parc immobilier<\/strong> ;<\/span><\/li>\n<li><span style=\"color: #000000;\">identifier les sites n\u00e9cessitant des <strong>syst\u00e8mes de sous-comptage suppl\u00e9mentaires<\/strong> ;<\/span><\/li>\n<li><span style=\"color: #000000;\">d\u00e9tecter d\u2019\u00e9ventuelles <strong>d\u00e9rives de consommation<\/strong> ;<\/span><\/li>\n<li><span style=\"color: #000000;\">identifier les <strong>bons et mauvais \u00e9l\u00e8ves<\/strong> au sein de votre parc immobilier<\/span><\/li>\n<li><span style=\"color: #000000;\">proposer des <strong>actions de r\u00e9gulations<\/strong> etc.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">La contextualisation des donn\u00e9es permet de comparer tous les sites d\u2019un parc immobilier et de d\u00e9terminer les anomalies et leurs causes. En regardant uniquement les donn\u00e9es de consommation, il est impossible de d\u00e9terminer s\u2019il y a un probl\u00e8me. C\u2019est en croisant cette donn\u00e9e avec la surface du b\u00e2timent, les horaires d\u2019ouverture, le nombre d\u2019employ\u00e9s qu\u2019il sera possible d\u2019estimer si sa consommation est \u201cnormale\u201d ou si elle peut \u00eatre optimis\u00e9e. Par exemple, le si\u00e8ge social d\u2019une entreprise aura tendance \u00e0 avoir une consommation surfacique bien plus \u00e9lev\u00e9e qu\u2019une simple agence du fait du nombre d\u2019employ\u00e9s pr\u00e9sents sur place.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><strong>Aujourd\u2019hui, des algorithmes sont en mesure de contextualiser toutes ces donn\u00e9es simplement. Coupl\u00e9es avec une collecte de donn\u00e9es automatique, la gestion des fluides par la data devient un jeu d\u2019enfant. D\u00e9couvrez les r\u00e9sultats avec le retour d&rsquo;exp\u00e9rience de Kiloutou.<\/strong><\/span><\/p>\n\n<p><a href=\"https:\/\/cta-redirect.hubspot.com\/cta\/redirect\/19531822\/cd35bcaf-500a-40ce-8d80-6d1f6119195d\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"hs-cta-img\" id=\"hs-cta-img-cd35bcaf-500a-40ce-8d80-6d1f6119195d\" style=\"border-width:0px;\" height=\"865\" width=\"1667\" src=\"https:\/\/no-cache.hubspot.com\/cta\/default\/19531822\/cd35bcaf-500a-40ce-8d80-6d1f6119195d.png\"  alt=\"New call-to-action\"\/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(19531822, 'cd35bcaf-500a-40ce-8d80-6d1f6119195d', {\"region\":\"na1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Il n\u2019est pas toujours \u00e9vident de savoir quelles donn\u00e9es utiliser pour mettre en place une politique de gestion des fluides efficace. Dans cet article, Le Blog de Deepki s\u2019int\u00e9resse aux 4 grands types de donn\u00e9es existantes \u00e0 collecter en priorit\u00e9 et \u00e0 leurs enjeux. Les donn\u00e9es patrimoniales Les donn\u00e9es patrimoniales sont par d\u00e9finition les donn\u00e9es [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":61197,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[118,120],"tags":[],"class_list":["post-522","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-fr","category-performance-environnementale"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data management : les bonnes donn\u00e9es pour le bon usage<\/title>\n<meta name=\"description\" content=\"Aujourd&#039;hui Le Blog de Deepki s\u2019int\u00e9resse aux 4 grands types de donn\u00e9es existantes \u00e0 collecter en priorit\u00e9 et \u00e0 leurs enjeux.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.deepki.com\/fr\/blog\/data-management-bonnes-donnees-bon-usage\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data management : les bonnes donn\u00e9es pour le bon usage\" \/>\n<meta property=\"og:description\" content=\"Aujourd&#039;hui Le Blog de Deepki s\u2019int\u00e9resse aux 4 grands types de donn\u00e9es existantes \u00e0 collecter en priorit\u00e9 et \u00e0 leurs enjeux.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.deepki.com\/fr\/blog\/data-management-bonnes-donnees-bon-usage\/\" \/>\n<meta property=\"og:site_name\" content=\"Deepki\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DeepkiSAS\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-10-10T22:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-11-12T10:07:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.deepki.com\/web\/wp-content\/uploads\/2021\/08\/right-data-right-purpose-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1440\" \/>\n\t<meta property=\"og:image:height\" content=\"550\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Agathe Monteil\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Data management : les bonnes donn\u00e9es pour le bon usage\" \/>\n<meta name=\"twitter:description\" content=\"Aujourd&#039;hui Le Blog de Deepki s\u2019int\u00e9resse aux 4 grands types de donn\u00e9es existantes \u00e0 collecter en priorit\u00e9 et \u00e0 leurs enjeux.\" \/>\n<meta name=\"twitter:creator\" content=\"@DeepkiSAS\" \/>\n<meta name=\"twitter:site\" content=\"@DeepkiSAS\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Agathe Monteil\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.deepki.com\/fr\/blog\/data-management-bonnes-donnees-bon-usage\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.deepki.com\/fr\/blog\/data-management-bonnes-donnees-bon-usage\/\"},\"author\":{\"name\":\"Agathe Monteil\",\"@id\":\"https:\/\/www.deepki.com\/fr\/#\/schema\/person\/d9cb920191e23c2e488a55f07b72c5eb\"},\"headline\":\"Data management : les bonnes donn\u00e9es pour le bon usage &#8211; 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