{"id":1859,"date":"2026-05-03T14:12:44","date_gmt":"2026-05-03T12:12:44","guid":{"rendered":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/?p=1859"},"modified":"2026-05-03T14:25:33","modified_gmt":"2026-05-03T12:25:33","slug":"valorisation-de-la-donnee-dans-les-referentiels-bac-pro-ciel-et-bts-ciel","status":"publish","type":"post","link":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/2026\/05\/03\/valorisation-de-la-donnee-dans-les-referentiels-bac-pro-ciel-et-bts-ciel\/","title":{"rendered":"\u00ab\u00a0Valorisation de la donn\u00e9e\u00a0\u00bb dans les r\u00e9f\u00e9rentiels BAC PRO CIEL et BTS CIEL."},"content":{"rendered":"<p>Nombre de vues : 25<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-1874\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/n8n_pinkblack_logo-300x83.png\" alt=\"\" width=\"300\" height=\"83\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/n8n_pinkblack_logo-300x83.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/n8n_pinkblack_logo.png 576w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1073\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/01\/ChatGPT-Image-15-janv.-2026-22_15_54-retaillee-300x279.png\" alt=\"\" width=\"123\" height=\"115\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/01\/ChatGPT-Image-15-janv.-2026-22_15_54-retaillee-300x279.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/01\/ChatGPT-Image-15-janv.-2026-22_15_54-retaillee.png 607w\" sizes=\"auto, (max-width: 123px) 100vw, 123px\" \/>\u00a0 \u00a0 \u00a0<a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/2026\/04\/12\/parametrage-de-gemini-flash-3\/stipro-newsletters_sans_fond-300x183-1-e1768563661669\/\" rel=\"attachment wp-att-1824\">\u00a0\u00a0<\/a>\u00a0 \u00a0 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1824\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/04\/stipro-newsletters_sans_fond-300x183-1-e1768563661669.png\" alt=\"\" width=\"118\" height=\"72\" \/><\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<h1 style=\"text-align: center;\"><strong><span class=\"_445acea2 _79f92d9a\" tabindex=\"-1\" data-testid=\"expandable-text-box\">Projet p\u00e9dagogique sur la \u00ab\u00a0Valorisation de la donn\u00e9e en BAC PRO et BTS CIEL\u00a0\u00bb : Du workflow simple \u00e0 l\u2019analyse intelligente avec n8n.<\/span><\/strong><\/h1>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1864 size-full\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618.png\" alt=\"\" width=\"1200\" height=\"675\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618.png 1200w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618-300x169.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618-1024x576.png 1024w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618-768x432.png 768w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776437271618-645x363.png 645w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p id=\"ember53\" class=\"ember-view reader-text-block__paragraph\"><strong>Pr\u00e9ambule <\/strong>: Cet article a pour objectif de s&rsquo;interroger sur les comp\u00e9tences abordables en BAC PRO CIEL pour une pr\u00e9paration au BTS CIEL dans le cadre de la poursuite d&rsquo;\u00e9tude. Les exp\u00e9rimentations (taxonomie 3) et les questionnements (taxonomies 1 et 2) pourront se r\u00e9aliser lors du Projet de Terminale mais aussi lors des heures de soutiens au parcours en Lyc\u00e9e Professionnel. Dans cette petite \u00e9tude, je traite rapidement un exemple dans le bloc n\u00b03 \u00ab\u00a0Valorisation de la donn\u00e9e et cybers\u00e9curit\u00e9\u00a0\u00bb en Bac Pro CIEL. Ce sera un pr\u00e9alable aux visites d&rsquo;enseignants de BTS CIEL dans notre \u00e9tablissement sur l&rsquo;ann\u00e9e 2026-2027.<\/p>\n<p id=\"ember54\" class=\"ember-view reader-text-block__paragraph\">Dans les r\u00e9f\u00e9rentiels <strong>BAC PRO CIEL<\/strong> et <strong>BTS CIEL (Cybers\u00e9curit\u00e9, Informatique et r\u00e9seaux, \u00c9lectronique)<\/strong>, l\u2019expression <strong>\u00ab valorisation de la donn\u00e9e \u00bb<\/strong> d\u00e9signe globalement :<\/p>\n<blockquote id=\"ember55\" class=\"ember-view reader-text-block__blockquote\"><p><strong>Le fait de transformer des donn\u00e9es brutes (issues de capteurs, r\u00e9seaux, syst\u00e8mes, logs, applications) en informations utiles, exploitables et s\u00e9curis\u00e9es pour prendre des d\u00e9cisions ou piloter un syst\u00e8me.<\/strong><\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p id=\"ember56\" class=\"ember-view reader-text-block__paragraph\">Mais la mani\u00e8re de l\u2019aborder change selon le niveau et le contexte dont voici les pr\u00e9cisions :<\/p>\n<p id=\"ember57\" class=\"ember-view reader-text-block__paragraph\">Classe de Terminale Bac Pro CIEL <strong>se projetant vers le BTS CIEL option A \u00ab\u00a0Informatique et R\u00e9seaux\u00a0\u00bb <\/strong>dans le cadre du projet de Bac Pro et de la poursuite d&rsquo;\u00e9tude en BTS CIEL.<\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember58\" class=\"ember-view reader-text-block__heading-2\">\ud83d\udd35 1. BAC PRO CIEL (Bloc n\u00b03 du r\u00e9f\u00e9rentiel) : Valorisation de la donn\u00e9e et cybers\u00e9curit\u00e9 dont le Codage<\/h2>\n<h3 id=\"ember59\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udccc Sens dans le r\u00e9f\u00e9rentiel<\/h3>\n<p id=\"ember60\" class=\"ember-view reader-text-block__paragraph\">Au niveau BAC PRO, la valorisation de la donn\u00e9e est surtout :<\/p>\n<ul>\n<li><strong>collecter des donn\u00e9es simples<\/strong><\/li>\n<li><strong>les organiser<\/strong><\/li>\n<li><strong>les exploiter avec des outils basiques<\/strong><\/li>\n<li><strong>les afficher ou les transmettre<\/strong><\/li>\n<\/ul>\n<p id=\"ember62\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 L\u2019objectif est la compr\u00e9hension et la mise en \u0153uvre, pas l\u2019analyse avanc\u00e9e.<\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember63\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf10 Cas 1 : R\u00e9seaux &amp; cybers\u00e9curit\u00e9<\/h3>\n<h3 id=\"ember64\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udca1 Exemple : logs d\u2019un r\u00e9seau ou d\u2019un switch<\/h3>\n<p id=\"ember65\" class=\"ember-view reader-text-block__paragraph\">Un \u00e9l\u00e8ve peut :<\/p>\n<ul>\n<li>r\u00e9cup\u00e9rer des <strong>logs de connexion<\/strong><\/li>\n<li>observer des <strong>tentatives de connexion<\/strong><\/li>\n<li>v\u00e9rifier des <strong>adresses IP<\/strong><\/li>\n<\/ul>\n<h3 id=\"ember67\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e :<\/h3>\n<ul>\n<li>tri des connexions (OK \/ \u00e9checs)<\/li>\n<li>rep\u00e9rage d\u2019anomalies simples (ex : trop de tentatives \u00e9chou\u00e9es)<\/li>\n<li>affichage dans un tableau ou outil (Wireshark, interface r\u00e9seau, fichier log)<\/li>\n<\/ul>\n<p id=\"ember69\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 On transforme des logs bruts en <strong>indicateurs simples de s\u00e9curit\u00e9 r\u00e9seau<\/strong><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember70\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcbb Cas 2 : Codage (programmation)<\/h3>\n<h3 id=\"ember71\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udca1 Exemple : capteur ou formulaire<\/h3>\n<p id=\"ember72\" class=\"ember-view reader-text-block__paragraph\">Un programme r\u00e9cup\u00e8re :<\/p>\n<ul>\n<li>temp\u00e9rature<\/li>\n<li>adresse IP<\/li>\n<li>nombre de connexions<\/li>\n<li>saisie utilisateur<\/li>\n<\/ul>\n<h3 id=\"ember74\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e :<\/h3>\n<ul>\n<li>stockage dans une variable ou fichier<\/li>\n<li>affichage (console, interface simple)<\/li>\n<li>petit traitement (moyenne, seuil, condition)<\/li>\n<\/ul>\n<p id=\"ember76\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Exemple :<\/p>\n<ul>\n<li>si temp\u00e9rature &gt; seuil \u2192 afficher alerte<\/li>\n<li>compter les connexions<\/li>\n<\/ul>\n<p id=\"ember78\" class=\"ember-view reader-text-block__paragraph\">\u2714 Ici, la donn\u00e9e est <strong>utilis\u00e9e dans un programme simple pour produire un r\u00e9sultat visible<\/strong><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember79\" class=\"ember-view reader-text-block__heading-2\">\ud83d\udfe3 2. BTS CIEL : R\u00e9seaux &amp; Cybers\u00e9curit\u00e9 + Codage<\/h2>\n<h3 id=\"ember80\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udccc Sens dans le r\u00e9f\u00e9rentiel<\/h3>\n<p id=\"ember81\" class=\"ember-view reader-text-block__paragraph\">Au niveau BTS, la valorisation de la donn\u00e9e devient :<\/p>\n<ul>\n<li><strong>structuration avanc\u00e9e<\/strong><\/li>\n<li><strong>analyse<\/strong><\/li>\n<li><strong>exploitation automatis\u00e9e<\/strong><\/li>\n<li><strong>s\u00e9curisation<\/strong><\/li>\n<li><strong>aide \u00e0 la d\u00e9cision<\/strong><\/li>\n<\/ul>\n<p id=\"ember83\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 On passe de \u201cvoir les donn\u00e9es\u201d \u00e0 \u201cles exploiter intelligemment\u201d.<\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember84\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf10 Cas 1 : R\u00e9seaux &amp; cybers\u00e9curit\u00e9<\/h3>\n<h3 id=\"ember85\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udca1 Exemple : logs r\u00e9seau, SIEM, firewall<\/h3>\n<p id=\"ember86\" class=\"ember-view reader-text-block__paragraph\">Donn\u00e9es :<\/p>\n<ul>\n<li>logs de pare-feu<\/li>\n<li>flux r\u00e9seau (NetFlow)<\/li>\n<li>authentifications (AD, VPN)<\/li>\n<li>alertes IDS\/IPS<\/li>\n<\/ul>\n<h3 id=\"ember88\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e :<\/h3>\n<ul>\n<li>corr\u00e9lation d\u2019\u00e9v\u00e9nements (attaque possible)<\/li>\n<li>d\u00e9tection d\u2019anomalies (trafic suspect)<\/li>\n<li>tableaux de bord (dashboard SIEM)<\/li>\n<li>indicateurs de s\u00e9curit\u00e9 (KPI)<\/li>\n<\/ul>\n<p id=\"ember90\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Exemple concret :<\/p>\n<ul>\n<li>50 \u00e9checs de connexion + IP \u00e9trang\u00e8re \u2192 suspicion de brute force<\/li>\n<li>g\u00e9n\u00e9ration d\u2019alerte automatique<\/li>\n<\/ul>\n<p id=\"ember92\" class=\"ember-view reader-text-block__paragraph\">\u2714 Ici la donn\u00e9e sert \u00e0 la <strong>cybers\u00e9curit\u00e9 proactive<\/strong><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember93\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcbb Cas 2 : Codage (programmation \/ d\u00e9veloppement)<\/h3>\n<h3 id=\"ember94\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udca1 Exemple : application r\u00e9seau ou syst\u00e8me embarqu\u00e9<\/h3>\n<p id=\"ember95\" class=\"ember-view reader-text-block__paragraph\">Donn\u00e9es :<\/p>\n<ul>\n<li>flux r\u00e9seau<\/li>\n<li>capteurs IoT<\/li>\n<li>bases de donn\u00e9es<\/li>\n<li>API<\/li>\n<\/ul>\n<h3 id=\"ember97\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e :<\/h3>\n<ul>\n<li>traitement automatis\u00e9 (scripts Python, API REST)<\/li>\n<li>stockage structur\u00e9 (SQL \/ NoSQL)<\/li>\n<li>visualisation (graphes, dashboards)<\/li>\n<li>transformation (JSON, CSV, parsing logs)<\/li>\n<\/ul>\n<p id=\"ember99\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Exemple :<\/p>\n<ul>\n<li>script Python qui analyse des logs et d\u00e9tecte des attaques<\/li>\n<li>application qui affiche les performances r\u00e9seau en temps r\u00e9el<\/li>\n<\/ul>\n<p id=\"ember101\" class=\"ember-view reader-text-block__paragraph\">\u2714 Ici la donn\u00e9e est <strong>exploit\u00e9e, transform\u00e9e et exploit\u00e9e pour d\u00e9cision ou automatisation<\/strong><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember102\" class=\"ember-view reader-text-block__heading-2\">\u2696\ufe0f Diff\u00e9rence cl\u00e9 BAC PRO vs BTS<\/h2>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192.png\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1867 size-full\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192.png\" alt=\"\" width=\"913\" height=\"147\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192.png 913w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192-300x48.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192-768x124.png 768w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438227192-645x104.png 645w\" sizes=\"auto, (max-width: 913px) 100vw, 913px\" \/><\/a><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\">Tableau 1 : Comparatif des t\u00e2ches sur \u00ab\u00a0la valorisation de la donn\u00e9e\u00a0\u00bb entre le BAC PRO CIEL et le BTS CIEL<\/figcaption><\/figure>\n<\/div>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember104\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udde0 R\u00e9sum\u00e9 simple<\/h2>\n<ul>\n<li><strong>BAC PRO CIEL :<\/strong> la donn\u00e9e est <em>utilis\u00e9e et affich\u00e9e simplement<\/em><\/li>\n<li><strong>BTS CIEL :<\/strong> la donn\u00e9e est <em>analys\u00e9e, corr\u00e9l\u00e9e et exploit\u00e9e pour d\u00e9cider ou s\u00e9curiser un syst\u00e8me<\/em><\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember106\" class=\"ember-view reader-text-block__heading-2\">Dans le cas d&rsquo;une automatisation avec n8n, concernant la gestion automatis\u00e9e sur un site web de vente de v\u00eatements (e-commerce) :<\/h2>\n<p>&nbsp;<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\" style=\"text-align: center;\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1865 size-full\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449.png\" alt=\"\" width=\"1328\" height=\"800\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449.png 1328w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449-300x181.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449-1024x617.png 1024w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449-768x463.png 768w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776440817449-645x389.png 645w\" sizes=\"auto, (max-width: 1328px) 100vw, 1328px\" \/><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\">Image g\u00e9n\u00e9r\u00e9e avec Gemini 3 Flash image (Nano banana 2)<\/figcaption><\/figure>\n<\/div>\n<p>&nbsp;<\/p>\n<p id=\"ember108\" class=\"ember-view reader-text-block__paragraph\"><strong>Remarque :<\/strong> n8n n\u2019est pas une intelligence artificielle mais un outil d\u2019automatisation de workflows. Cependant, il peut int\u00e9grer des services d\u2019intelligence artificielle pour enrichir le traitement et la valorisation des donn\u00e9es.<\/p>\n<h2 id=\"ember109\" class=\"ember-view reader-text-block__heading-2\">O\u00f9 situer la \u00ab\u00a0valorisation de la donn\u00e9e\u00a0\u00bb dans les deux r\u00e9f\u00e9rentiels ?<\/h2>\n<p id=\"ember110\" class=\"ember-view reader-text-block__paragraph\">Dans un cas concret comme une <strong>automatisation avec n8n pour un site de vente de v\u00eatements<\/strong>, la <strong>\u00ab valorisation de la donn\u00e9e \u00bb<\/strong> correspond \u00e0 l\u2019endroit o\u00f9 les donn\u00e9es (commandes, clients, stocks, visites\u2026) sont <strong>transform\u00e9es en actions utiles, d\u00e9cisions ou indicateurs exploitables<\/strong>.<\/p>\n<p id=\"ember111\" class=\"ember-view reader-text-block__paragraph\">n8n sert justement de <strong>cha\u00eene d\u2019automatisation<\/strong> : il r\u00e9cup\u00e8re des donn\u00e9es \u2192 les traite \u2192 d\u00e9clenche des actions.<\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember112\" class=\"ember-view reader-text-block__heading-2\">\ud83e\uddf5 1. Cas BAC PRO CIEL : Automatisation e-commerce avec n8n<\/h2>\n<h3 id=\"ember113\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udccc O\u00f9 se situe la valorisation de la donn\u00e9e ?<\/h3>\n<p id=\"ember114\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Elle se situe dans les \u00e9tapes simples du workflow o\u00f9 la donn\u00e9e :<\/p>\n<ul>\n<li>est <strong>tri\u00e9e<\/strong><\/li>\n<li>est <strong>format\u00e9e<\/strong><\/li>\n<li>est <strong>utilis\u00e9e pour d\u00e9clencher une action automatique visible<\/strong><\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember116\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Exemple de workflow n8n (niveau BAC PRO)<\/h3>\n<h3 id=\"ember117\" class=\"ember-view reader-text-block__heading-3\">\ud83d\uded2 Donn\u00e9e brute :<\/h3>\n<ul>\n<li>nouvelle commande client sur le site (nom, produit, quantit\u00e9, adresse mail)<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember119\" class=\"ember-view reader-text-block__heading-3\">\u2699\ufe0f Traitement dans n8n :<\/h3>\n<ul>\n<li>d\u00e9clencheur : \u201cNew Order\u201d<\/li>\n<li>r\u00e9cup\u00e9ration des donn\u00e9es produit<\/li>\n<li>mise en forme du message<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember121\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e (IMPORTANT) :<\/h3>\n<p id=\"ember122\" class=\"ember-view reader-text-block__paragraph\">C\u2019est ici :<\/p>\n<ul>\n<li>envoi automatique d\u2019un email de confirmation<\/li>\n<li>g\u00e9n\u00e9ration d\u2019un bon de commande<\/li>\n<li>ajout dans un fichier Excel\/Google Sheets<\/li>\n<li>affichage dans une interface admin simple<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember124\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfaf Interpr\u00e9tation BAC PRO<\/h3>\n<p id=\"ember125\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 La donn\u00e9e est valoris\u00e9e quand elle devient :<\/p>\n<ul>\n<li>une confirmation automatique<\/li>\n<li>un document g\u00e9n\u00e9r\u00e9<\/li>\n<li>une mise \u00e0 jour visible (tableau, stock)<\/li>\n<\/ul>\n<p id=\"ember127\" class=\"ember-view reader-text-block__paragraph\">\u2714 On reste dans une logique :<\/p>\n<blockquote id=\"ember128\" class=\"ember-view reader-text-block__blockquote\"><p><strong>automatiser une t\u00e2che simple et observable<\/strong><\/p><\/blockquote>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember129\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udde0 2. Cas BTS CIEL : Automatisation avanc\u00e9e avec n8n<\/h2>\n<h3 id=\"ember130\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udccc O\u00f9 se situe la valorisation de la donn\u00e9e ?<\/h3>\n<p id=\"ember131\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Elle se situe dans :<\/p>\n<ul>\n<li>le <strong>traitement intelligent<\/strong><\/li>\n<li>la <strong>corr\u00e9lation de donn\u00e9es<\/strong><\/li>\n<li>la <strong>prise de d\u00e9cision automatis\u00e9e<\/strong><\/li>\n<li>la <strong>production d\u2019indicateurs (KPI)<\/strong><\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember133\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Exemple de workflow n8n (niveau BTS)<\/h3>\n<h3 id=\"ember134\" class=\"ember-view reader-text-block__heading-3\">\ud83d\uded2 Donn\u00e9es brutes :<\/h3>\n<ul>\n<li>commandes clients<\/li>\n<li>historique d\u2019achat<\/li>\n<li>stock en temps r\u00e9el<\/li>\n<li>trafic du site<\/li>\n<li>donn\u00e9es marketing (Google Analytics \/ Ads)<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember136\" class=\"ember-view reader-text-block__heading-3\">\u2699\ufe0f Traitement dans n8n :<\/h3>\n<ul>\n<li>API du site e-commerce<\/li>\n<li>requ\u00eates vers base de donn\u00e9es<\/li>\n<li>scripts (JavaScript\/Python dans n8n)<\/li>\n<li>conditionnements avanc\u00e9s<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember138\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Valorisation de la donn\u00e9e (niveau BTS)<\/h3>\n<p id=\"ember139\" class=\"ember-view reader-text-block__paragraph\">C\u2019est ici que \u00e7a devient plus complexe :<\/p>\n<h3 id=\"ember140\" class=\"ember-view reader-text-block__heading-3\">1. \ud83d\udce6 Gestion intelligente des stocks<\/h3>\n<ul>\n<li>si stock &lt; seuil \u2192 alerte automatique + commande fournisseur<\/li>\n<\/ul>\n<h3 id=\"ember142\" class=\"ember-view reader-text-block__heading-3\">2. \ud83d\udcc8 Analyse commerciale<\/h3>\n<ul>\n<li>produit le plus vendu du mois<\/li>\n<li>panier moyen client<\/li>\n<li>segmentation clients (fid\u00e8les \/ nouveaux)<\/li>\n<\/ul>\n<h3 id=\"ember144\" class=\"ember-view reader-text-block__heading-3\">3. \u26a0\ufe0f D\u00e9tection d\u2019anomalies<\/h3>\n<ul>\n<li>augmentation soudaine des retours<\/li>\n<li>commande suspecte (fraude possible)<\/li>\n<\/ul>\n<h3 id=\"ember146\" class=\"ember-view reader-text-block__heading-3\">4. \ud83d\udcca Tableaux de bord<\/h3>\n<ul>\n<li>envoi automatique de rapports hebdomadaires<\/li>\n<li>export vers BI (Power BI \/ Grafana) \ud83d\udc49 Data Analyse<\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember148\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfaf Interpr\u00e9tation BTS CIEL<\/h3>\n<p id=\"ember149\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 La donn\u00e9e est valoris\u00e9e quand elle permet :<\/p>\n<ul>\n<li>une <strong>d\u00e9cision automatique<\/strong><\/li>\n<li>une <strong>optimisation du syst\u00e8me<\/strong><\/li>\n<li>une <strong>analyse strat\u00e9gique<\/strong><\/li>\n<li>une <strong>s\u00e9curisation ou anticipation<\/strong><\/li>\n<\/ul>\n<p id=\"ember151\" class=\"ember-view reader-text-block__paragraph\">\u2714 On est dans :<\/p>\n<blockquote id=\"ember152\" class=\"ember-view reader-text-block__blockquote\"><p><strong>l\u2019exploitation intelligente et strat\u00e9gique de la donn\u00e9e<\/strong><\/p><\/blockquote>\n<h2 id=\"ember153\" class=\"ember-view reader-text-block__heading-2\">\u2696\ufe0f Diff\u00e9rence cl\u00e9 BAC PRO vs BTS dans le cas \u00ab\u00a0n8n\u00a0\u00bb<\/h2>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259.png\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1868 size-full\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259.png\" alt=\"\" width=\"869\" height=\"270\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259.png 869w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259-300x93.png 300w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259-768x239.png 768w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/05\/1776438533259-645x200.png 645w\" sizes=\"auto, (max-width: 869px) 100vw, 869px\" \/><\/a><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\">Tableau 2 : Cas pr\u00e9cis du site web (projet \u00e9l\u00e8ve de Terminale BAC PRO CIEL)<\/figcaption><\/figure>\n<\/div>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember155\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udde0 R\u00e9sum\u00e9 simple<\/h2>\n<ul>\n<li><strong>BAC PRO CIEL :<\/strong> \ud83d\udc49 la donn\u00e9e est valoris\u00e9e quand n8n <strong>automatise une action simple visible<\/strong> (mail, fichier, mise \u00e0 jour)<\/li>\n<li><strong>BTS CIEL :<\/strong> \ud83d\udc49 la donn\u00e9e est valoris\u00e9e quand n8n <strong>analyse, croise et transforme les donn\u00e9es en d\u00e9cisions ou indicateurs<\/strong><\/li>\n<\/ul>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h2 id=\"ember157\" class=\"ember-view reader-text-block__heading-2\">\ud83d\udca1 Ce qu&rsquo;il faut retenir<\/h2>\n<blockquote id=\"ember158\" class=\"ember-view reader-text-block__blockquote\"><p>Dans un workflow n8n, la valorisation de la donn\u00e9e correspond \u00e0 l\u2019\u00e9tape o\u00f9 les donn\u00e9es issues du site e-commerce sont transform\u00e9es en informations exploitables, soit par automatisation d\u2019actions (BAC PRO), soit par analyse et aide \u00e0 la d\u00e9cision (BTS).<\/p><\/blockquote>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<blockquote id=\"ember159\" class=\"ember-view reader-text-block__blockquote\"><p>\ud83d\udc49 Le professeur peut tr\u00e8s bien envisager en BAC PRO de fournir un workflow partiellement construit (avec une IA int\u00e9gr\u00e9e) que les \u00e9l\u00e8ves devront compl\u00e9ter en \u00ab\u00a0mode automatisme simple\u00a0\u00bb (niveau taxonomique 3). L&rsquo;enrichissement avec une IA permettra une d\u00e9monstration, une discussion avec les \u00e9l\u00e8ves (niveaux taxonomiques 1 et 2) ainsi qu&rsquo;une projection vers le BTS CIEL.<\/p><\/blockquote>\n<h2 id=\"ember160\" class=\"ember-view reader-text-block__heading-2\">En conclusion<\/h2>\n<p id=\"ember161\" class=\"ember-view reader-text-block__paragraph\">A pr\u00e9sent que les informations sont pos\u00e9es, je vais pouvoir discuter avec mes coll\u00e8gues sur un projet inter-\u00e9tablissement entre le BAC PRO CIEL et le BTS CIEL pour l&rsquo;ann\u00e9e 2026-2027.<\/p>\n<p id=\"ember162\" class=\"ember-view reader-text-block__paragraph\">L&rsquo;exemple du projet en Bac Pro CIEL concernant la cr\u00e9ation d&rsquo;un site Web WordPress en sera le fil conducteur pour montrer les attendus du Bac Pro CIEL, bloc n\u00b03 Valorisation de la donn\u00e9e &amp; cybers\u00e9curit\u00e9 et du BTS CIEL option Informatique &amp; R\u00e9seaux.<\/p>\n<p id=\"ember163\" class=\"ember-view reader-text-block__paragraph\">Enfin, il s&rsquo;agit d&rsquo;une proposition \u00e0 venir qui pourra sans nul doute progresser. L&rsquo;objectif \u00e9tant d&rsquo;acculturer les \u00e9l\u00e8ves \u00e0 l&rsquo;IA et de les pr\u00e9parer aux attendus du BTS CIEL dans l&rsquo;option Informatique et R\u00e9seaux.<\/p>\n<p id=\"ember164\" class=\"ember-view reader-text-block__paragraph\"><a id=\"ember165\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/franck-ferrero-4736a136b\/\">Franck FERRERO<\/a><\/p>\n<p id=\"ember166\" class=\"ember-view reader-text-block__paragraph\">Cf : <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/posts\/activity-7450257617559625728-Iu8r?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAFvCq1cB1dv9TGKI5tHnLUVYBk-NUaDPlLw\" target=\"_self\" data-test-app-aware-link=\"\">Post Linkedin \u00ab\u00a0Pr\u00e9parer ses \u00e9l\u00e8ves aux nouvelles technologies c&rsquo;est aussi se questionner sur les poursuites d&rsquo;\u00e9tudes Bac Pro vers BTS\u00a0\u00bb<\/a><\/p>\n<p id=\"ember167\" class=\"ember-view reader-text-block__paragraph\"><a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/sti.eduscol.education.fr\/textes\/referentiel-bac-pro-cybersecurite-informatique-et-reseaux-electronique\" target=\"_self\" data-test-app-aware-link=\"\">R\u00e9f\u00e9rentiel Bac Pro CIEL<\/a><\/p>\n<p id=\"ember168\" class=\"ember-view reader-text-block__paragraph\"><a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/sti.eduscol.education.fr\/textes\/referentiel-bts-cybersecurite-informatique-et-reseaux-electronique\" target=\"_self\" data-test-app-aware-link=\"\">R\u00e9f\u00e9rentiel BTS CIEL<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember169\" class=\"ember-view reader-text-block__heading-3\">Glossaire<\/h3>\n<h3 id=\"ember170\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd24 Termes g\u00e9n\u00e9raux<\/h3>\n<p id=\"ember171\" class=\"ember-view reader-text-block__paragraph\"><strong>Workflow<\/strong> \u2192 Encha\u00eenement d\u2019actions automatis\u00e9es pour r\u00e9aliser une t\u00e2che. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Workflow\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Workflow<\/a><\/p>\n<p id=\"ember172\" class=\"ember-view reader-text-block__paragraph\"><strong>Webhook<\/strong> \u2192 M\u00e9canisme permettant \u00e0 une application d\u2019envoyer automatiquement des donn\u00e9es \u00e0 une autre lorsqu\u2019un \u00e9v\u00e9nement se produit. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Webhook\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Webhook<\/a><\/p>\n<p id=\"ember173\" class=\"ember-view reader-text-block__paragraph\"><strong>API (Application Programming Interface)<\/strong> \u2192 Interface permettant \u00e0 deux applications de communiquer entre elles. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/API\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/API<\/a><\/p>\n<p id=\"ember174\" class=\"ember-view reader-text-block__paragraph\"><strong>JSON (JavaScript Object Notation)<\/strong> \u2192 Format de donn\u00e9es l\u00e9ger utilis\u00e9 pour \u00e9changer des informations entre syst\u00e8mes. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/JSON\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/JSON<\/a><\/p>\n<p id=\"ember175\" class=\"ember-view reader-text-block__paragraph\"><strong>Node (n\u0153ud)<\/strong> \u2192 \u00c9l\u00e9ment dans un workflow repr\u00e9sentant une action ou une \u00e9tape. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/docs.n8n.io\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/docs.n8n.io<\/a><\/p>\n<p id=\"ember176\" class=\"ember-view reader-text-block__paragraph\"><strong>IF (condition)<\/strong> \u2192 Instruction logique permettant de prendre une d\u00e9cision (si \/ sinon). \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Conditional_(computer_programming)\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Conditional_(computer_programming)<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember177\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcbb Programmation \/ Donn\u00e9es<\/h3>\n<p id=\"ember178\" class=\"ember-view reader-text-block__paragraph\"><strong>Function (fonction)<\/strong> \u2192 Bloc de code qui ex\u00e9cute une t\u00e2che sp\u00e9cifique. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Function_(computer_programming)\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Function_(computer_programming)<\/a><\/p>\n<p id=\"ember179\" class=\"ember-view reader-text-block__paragraph\"><strong>Script<\/strong> \u2192 Petit programme automatisant une t\u00e2che. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Scripting_language\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Scripting_language<\/a><\/p>\n<p id=\"ember180\" class=\"ember-view reader-text-block__paragraph\"><strong>SQL (Structured Query Language)<\/strong> \u2192 Langage pour interagir avec une base de donn\u00e9es. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/SQL\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/SQL<\/a><\/p>\n<p id=\"ember181\" class=\"ember-view reader-text-block__paragraph\"><strong>NoSQL<\/strong> \u2192 Type de base de donn\u00e9es non relationnelle (plus flexible que SQL). \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/NoSQL\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/NoSQL<\/a><\/p>\n<p id=\"ember182\" class=\"ember-view reader-text-block__paragraph\"><strong>CSV (Comma-Separated Values)<\/strong> \u2192 Format de fichier texte pour stocker des donn\u00e9es tabulaires. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Comma-separated_values\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Comma-separated_values<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember183\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf10 R\u00e9seaux &amp; cybers\u00e9curit\u00e9<\/h3>\n<p id=\"ember184\" class=\"ember-view reader-text-block__paragraph\"><strong>IP (Internet Protocol)<\/strong> \u2192 Adresse unique identifiant un appareil sur un r\u00e9seau. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/IP_address\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/IP_address<\/a><\/p>\n<p id=\"ember185\" class=\"ember-view reader-text-block__paragraph\"><strong>VPN (Virtual Private Network)<\/strong> \u2192 R\u00e9seau priv\u00e9 s\u00e9curis\u00e9 via Internet. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Virtual_private_network\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Virtual_private_network<\/a><\/p>\n<p id=\"ember186\" class=\"ember-view reader-text-block__paragraph\"><strong>IDS (Intrusion Detection System)<\/strong> \u2192 Syst\u00e8me d\u00e9tectant les intrusions r\u00e9seau. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Intrusion_detection_system\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Intrusion_detection_system<\/a><\/p>\n<p id=\"ember187\" class=\"ember-view reader-text-block__paragraph\"><strong>IPS (Intrusion Prevention System)<\/strong> \u2192 Syst\u00e8me bloquant les intrusions r\u00e9seau. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Intrusion_prevention_system\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Intrusion_prevention_system<\/a><\/p>\n<p id=\"ember188\" class=\"ember-view reader-text-block__paragraph\"><strong>SIEM (Security Information and Event Management)<\/strong> \u2192 Outil centralisant et analysant les logs de s\u00e9curit\u00e9. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Security_information_and_event_management\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Security_information_and_event_management<\/a><\/p>\n<p id=\"ember189\" class=\"ember-view reader-text-block__paragraph\"><strong>Log<\/strong> \u2192 Enregistrement des \u00e9v\u00e9nements d\u2019un syst\u00e8me. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Log_file\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Log_file<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember190\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcca Data \/ Business \/ Analyse<\/h3>\n<p id=\"ember191\" class=\"ember-view reader-text-block__paragraph\"><strong>KPI (Key Performance Indicator)<\/strong> \u2192 Indicateur cl\u00e9 de performance (ex : chiffre d\u2019affaires). \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Performance_indicator\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Performance_indicator<\/a><\/p>\n<p id=\"ember192\" class=\"ember-view reader-text-block__paragraph\"><strong>Dashboard<\/strong> \u2192 Tableau de bord affichant des indicateurs. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Dashboard_(business)\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Dashboard_(business)<\/a><\/p>\n<p id=\"ember193\" class=\"ember-view reader-text-block__paragraph\"><strong>BI (Business Intelligence)<\/strong> \u2192 Analyse des donn\u00e9es pour aider \u00e0 la d\u00e9cision. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Business_intelligence\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Business_intelligence<\/a><\/p>\n<p id=\"ember194\" class=\"ember-view reader-text-block__paragraph\"><strong>ERP (Enterprise Resource Planning)<\/strong> \u2192 Logiciel de gestion globale d\u2019une entreprise. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Enterprise_resource_planning\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Enterprise_resource_planning<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember195\" class=\"ember-view reader-text-block__heading-3\">\ud83d\uded2 E-commerce<\/h3>\n<p id=\"ember196\" class=\"ember-view reader-text-block__paragraph\"><strong>E-commerce<\/strong> \u2192 Commerce en ligne. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/E-commerce\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/E-commerce<\/a><\/p>\n<p id=\"ember197\" class=\"ember-view reader-text-block__paragraph\"><strong>Stock<\/strong> \u2192 Quantit\u00e9 de produits disponibles \u00e0 la vente. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Inventory\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Inventory<\/a><\/p>\n<p id=\"ember198\" class=\"ember-view reader-text-block__paragraph\"><strong>Order (commande)<\/strong> \u2192 Achat effectu\u00e9 par un client.<\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember199\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udd16 Intelligence artificielle<\/h3>\n<p id=\"ember200\" class=\"ember-view reader-text-block__paragraph\"><strong>IA (Intelligence Artificielle \/ AI \u2013 Artificial Intelligence)<\/strong> \u2192 Syst\u00e8mes capables d\u2019analyser, apprendre et prendre des d\u00e9cisions. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Artificial_intelligence\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Artificial_intelligence<\/a><\/p>\n<p id=\"ember201\" class=\"ember-view reader-text-block__paragraph\"><strong>Machine Learning<\/strong> \u2192 Sous-domaine de l\u2019IA permettant \u00e0 une machine d\u2019apprendre \u00e0 partir de donn\u00e9es. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/en.wikipedia.org\/wiki\/Machine_learning\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/en.wikipedia.org\/wiki\/Machine_learning<\/a><\/p>\n<hr class=\"reader-divider-block__horizontal-rule\" \/>\n<h3 id=\"ember202\" class=\"ember-view reader-text-block__heading-3\">\u2699\ufe0f Outils<\/h3>\n<p id=\"ember203\" class=\"ember-view reader-text-block__paragraph\"><strong>n8n<\/strong> \u2192 Outil open-source permettant de cr\u00e9er des workflows automatis\u00e9s entre diff\u00e9rentes applications. \ud83d\udd17 <a class=\"BcCwxaHikpyepwRwtVGKNyXGurXnwmOyGVc \" tabindex=\"0\" href=\"https:\/\/n8n.io\" target=\"_self\" data-test-app-aware-link=\"\">https:\/\/n8n.io<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/posts\/activity-7450974768192974849-MDAw?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAFvCq1cB1dv9TGKI5tHnLUVYBk-NUaDPlLw\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1485\" src=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/02\/logo-linkedin.png\" alt=\"\" width=\"109\" height=\"109\" srcset=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/02\/logo-linkedin.png 256w, https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-content\/uploads\/sites\/73\/2026\/02\/logo-linkedin-150x150.png 150w\" sizes=\"auto, (max-width: 109px) 100vw, 109px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Nombre de vues : &nbsp; \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0 \u00a0 &nbsp; Projet p\u00e9dagogique sur la \u00ab\u00a0Valorisation de la donn\u00e9e en BAC PRO et BTS CIEL\u00a0\u00bb : Du workflow simple \u00e0 l\u2019analyse intelligente avec n8n. &nbsp; Pr\u00e9ambule : Cet article a pour objectif de s&rsquo;interroger sur les comp\u00e9tences abordables en BAC PRO CIEL pour une pr\u00e9paration au &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/2026\/05\/03\/valorisation-de-la-donnee-dans-les-referentiels-bac-pro-ciel-et-bts-ciel\/\">Lire la suite<\/a><\/p>\n","protected":false},"author":166,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[70,85,8,84,6],"tags":[],"class_list":["post-1859","post","type-post","status-publish","format-standard","hentry","category-formations-academiques","category-ia","category-mutualisation-de-ressources","category-partenariats","category-projets","item-wrap"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"fferrero","author_link":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/author\/fferrero\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/category\/formations-academiques\/\" rel=\"category tag\">Formations Acad\u00e9miques<\/a> <a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/category\/projets\/mutualisation-de-ressources\/ia\/\" rel=\"category tag\">IA<\/a> <a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/category\/projets\/mutualisation-de-ressources\/\" rel=\"category tag\">Mutualisation de ressources<\/a> <a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/category\/projets\/partenariats\/\" rel=\"category tag\">Partenariats<\/a> <a href=\"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/category\/projets\/\" rel=\"category tag\">Projets<\/a>","rttpg_excerpt":"Nombre de vues : &nbsp; \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0 \u00a0 &nbsp; Projet p\u00e9dagogique sur la \u00ab\u00a0Valorisation de la donn\u00e9e en BAC PRO et BTS CIEL\u00a0\u00bb : Du workflow simple \u00e0 l\u2019analyse intelligente avec n8n. &nbsp; Pr\u00e9ambule : Cet article a pour objectif de s&rsquo;interroger sur les comp\u00e9tences abordables en BAC PRO CIEL pour une pr\u00e9paration au\u2026","post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/posts\/1859","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/users\/166"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/comments?post=1859"}],"version-history":[{"count":12,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/posts\/1859\/revisions"}],"predecessor-version":[{"id":1877,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/posts\/1859\/revisions\/1877"}],"wp:attachment":[{"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/media?parent=1859"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/categories?post=1859"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pedagogie.ac-nice.fr\/sti-voie-pro\/wp-json\/wp\/v2\/tags?post=1859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}