{"id":185,"date":"2026-07-10T12:00:00","date_gmt":"2026-07-10T10:00:00","guid":{"rendered":"https:\/\/ai2-education.com\/en\/?p=185"},"modified":"2026-07-18T16:46:22","modified_gmt":"2026-07-18T14:46:22","slug":"data-analyst-skills","status":"publish","type":"post","link":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/","title":{"rendered":"Key Skills for a Data Analyst: What You Need to Know"},"content":{"rendered":"<p>Understanding the key skills for a data analyst is crucial for professionals seeking to advance their careers in modern corporate environments. Companies rely heavily on accurate metrics to guide strategic decisions and ensure sustainable financial growth.<\/p>\n<p>This article outlines the fundamental technical competencies required for this profession, including statistical analysis and advanced database management. We will also explore the communication abilities needed to present findings and explain how our academic programs build these exact profiles.<\/p>\n<!--\r\n  English UX Block \u2014 beginning of articles\r\n  Suggested shortcode: [block id=\"article-cta-application-en\"]\r\n\r\n  Uses the existing cta-rentree.css file: no additional CSS needed.\r\n-->\r\n<div class=\"ai2-cta-rentree\">\r\n  <span class=\"ai2-cta-rentree__glow\" aria-hidden=\"true\"><\/span>\r\n  <span class=\"ai2-cta-rentree__grid\" aria-hidden=\"true\"><\/span>\r\n\r\n  <span class=\"ai2-cta-rentree__body\">\r\n    <span class=\"ai2-cta-rentree__badge\">Sept. 2026 Intake<\/span>\r\n    <span class=\"ai2-cta-rentree__title\">Applications open<\/span>\r\n    <span class=\"ai2-cta-rentree__tracks\">\r\n      <a href=\"https:\/\/ai2-education.com\/en\/master-2-data-ai\/\">Master 2 Data Scientist &amp; AI<\/a>\r\n    <\/span>\r\n  <\/span>\r\n\r\n  <span class=\"ai2-cta-rentree__action\">\r\n    <a class=\"ai2-cta-rentree__btn\" href=\"https:\/\/ai2-education.com\/en\/apply\/\">\r\n      Apply now\r\n      <svg class=\"ai2-cta-rentree__arrow\" width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" aria-hidden=\"true\">\r\n        <path d=\"M5 12h14M13 6l6 6-6 6\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\r\n      <\/svg>\r\n    <\/a>\r\n    <span class=\"ai2-cta-rentree__hint\">Free application \u00b7 2 min<\/span>\r\n  <\/span>\r\n<\/div>\r\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#What_is_the_Role_of_a_Data_Analyst\" >What is the Role of a Data Analyst?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#Which_Software_Tools_Are_Essential\" >Which Software Tools Are Essential?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Microsoft_Excel\" >I. Microsoft Excel<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Structured_Query_Language_SQL\" >II. Structured Query Language (SQL)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#III_Programming_with_Python_and_R\" >III. Programming with Python and R<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#IV_Tableau_and_Power_BI\" >IV. Tableau and Power BI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#How_Important_Are_Math_and_Statistics\" >How Important Are Math and Statistics?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Core_Probability_Concepts\" >I. Core Probability Concepts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Statistical_Distributions\" >II. Statistical Distributions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#III_Regression_Analysis_Methods\" >III. Regression Analysis Methods<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#IV_Analysis_of_Variance_ANOVA\" >IV. Analysis of Variance (ANOVA)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#V_Non-Parametric_Testing\" >V. Non-Parametric Testing<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#How_to_Ensure_Data_Quality\" >How to Ensure Data Quality?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Data_Cleaning_Procedures\" >I. Data Cleaning Procedures<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Handling_Missing_Values\" >II. Handling Missing Values<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#III_Outlier_Detection_Methods\" >III. Outlier Detection Methods<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#Why_Master_Data_Visualization\" >Why Master Data Visualization?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Bar_Charts_and_Pie_Charts\" >I. Bar Charts and Pie Charts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Histograms_and_Scatter_Plots\" >II. Histograms and Scatter Plots<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#III_Advanced_Heat_Maps\" >III. Advanced Heat Maps<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#How_to_Manage_Complex_Databases\" >How to Manage Complex Databases?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Effective_Data_Modeling\" >I. Effective Data Modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Normalization_Techniques\" >II. Normalization Techniques<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#III_Primary_and_Foreign_Keys\" >III. Primary and Foreign Keys<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#IV_Data_Security_Protocols\" >IV. Data Security Protocols<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#V_Database_Indexing_Strategies\" >V. Database Indexing Strategies<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#What_Soft_Skills_Drive_Success\" >What Soft Skills Drive Success?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#I_Effective_Storytelling_and_Communication\" >I. Effective Storytelling and Communication<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#II_Critical_Problem_Solving_and_Ethics\" >II. Critical Problem Solving and Ethics<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#Where_to_Train_Study_at_AI2\" >Where to Train? Study at AI2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_the_Role_of_a_Data_Analyst\"><\/span>What is the Role of a Data Analyst?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A professional in this position gathers, cleans, and interprets complex datasets to help organizations make objective decisions. They transform raw figures into actionable insights that drive corporate efficiency and operational success across various business departments.<\/p>\n<p>Mastering specific technical proficiencies remains absolutely essential for securing high-level employment in this competitive sector. Candidates must demonstrate deep analytical capabilities combined with a rigorous approach to methodological problem-solving frameworks.<\/p>\n<blockquote><p>Related article: <span data-sheets-root=\"1\"><a class=\"in-cell-link\" href=\"https:\/\/ai2-education.com\/en\/ms-data-science-ensae-paris-vs-ai2-master\/\" target=\"_blank\" rel=\"noopener\">ENSAE Data Science vs AI2 AI Master: Which to Choose?<\/a><\/span><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Which_Software_Tools_Are_Essential\"><\/span>Which Software Tools Are Essential?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Professionals must manipulate diverse software environments to process information accurately. Versatility ensures that technical teams can adapt to different corporate infrastructures and handle varied analytical demands effectively throughout their successful careers.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Microsoft_Excel\"><\/span>I. Microsoft Excel<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Excel remains a foundational platform for preliminary calculations and quick dataset reviews. Analysts utilize its advanced functions, pivot tables, and macros to organize information efficiently before moving to more complex processing environments.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Structured_Query_Language_SQL\"><\/span>II. Structured Query Language (SQL)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>SQL serves as the primary language for extracting information from relational systems. Professionals write optimized queries to retrieve exact datasets, ensuring fast and reliable access to massive volumes of essential corporate records.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"III_Programming_with_Python_and_R\"><\/span>III. Programming with Python and R<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Python and R offer superior processing capabilities for extensive computational tasks. These languages allow professionals to automate repetitive scripts and develop sophisticated algorithms that standard spreadsheet applications simply cannot handle.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"IV_Tableau_and_Power_BI\"><\/span>IV. Tableau and Power BI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Business intelligence tools like Tableau and Power BI facilitate interactive dashboard creation. These platforms connect directly to various sources, enabling real-time monitoring and dynamic reporting for executive management teams.<\/p>\n<blockquote><p>Related article: <span data-sheets-root=\"1\"><a class=\"in-cell-link\" href=\"https:\/\/ai2-education.com\/en\/top-5-best-masters-degrees-ai\/\" target=\"_blank\" rel=\"noopener\">Top 5 Best Master\u2019s Degrees in Artificial Intelligence<\/a><\/span><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"How_Important_Are_Math_and_Statistics\"><\/span>How Important Are Math and Statistics?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Statistical proficiency forms the absolute core of accurate mathematical interpretation. Without a rigorous grounding in these disciplines, professionals risk drawing incorrect conclusions that could severely damage corporate strategic planning operations.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Core_Probability_Concepts\"><\/span>I. Core Probability Concepts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Understanding probability allows analysts to assess the likelihood of future events based on historical records accurately. This mathematical foundation is critical for predictive modeling and comprehensive corporate risk assessment strategies.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Statistical_Distributions\"><\/span>II. Statistical Distributions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Knowledge of different distributions helps professionals understand data spread and central tendencies. Recognizing normal, binomial, or Poisson distributions ensures the application of appropriate statistical tests during the critical evaluation phase.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"III_Regression_Analysis_Methods\"><\/span>III. Regression Analysis Methods<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Regression techniques identify relationships between multiple variables within a given dataset. These methods enable analysts to determine how specific independent factors influence a dependent outcome, guiding precise business financial forecasting.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"IV_Analysis_of_Variance_ANOVA\"><\/span>IV. Analysis of Variance (ANOVA)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ANOVA testing provides a reliable mechanism to compare means across multiple distinct groups. This statistical approach helps determine if observed differences in sample populations reflect true variations or mere random fluctuations.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"V_Non-Parametric_Testing\"><\/span>V. Non-Parametric Testing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Non-parametric tests allow professionals to analyze datasets that do not meet standard normal distribution assumptions. This flexible methodology ensures accurate evaluations when dealing with highly skewed or ordinal corporate metrics.<\/p>\n<blockquote><p>Related article: <span data-sheets-root=\"1\"><a class=\"in-cell-link\" href=\"https:\/\/ai2-education.com\/en\/what-is-an-rncp-title\/\" target=\"_blank\" rel=\"noopener\">What is an RNCP Title? A Guide to State-Recognized Certifications<\/a><\/span><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"How_to_Ensure_Data_Quality\"><\/span>How to Ensure Data Quality?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Maintaining flawless information integrity is a prerequisite for any meaningful statistical evaluation. Professionals must implement rigorous validation protocols to ensure that all utilized records remain completely accurate and demonstrably reliable.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Data_Cleaning_Procedures\"><\/span>I. Data Cleaning Procedures<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Cleaning involves identifying and correcting typographical errors, formatting inconsistencies, and irrelevant records within a dataset. This meticulous preparation phase guarantees that algorithms process only high-quality information during subsequent mathematical calculations.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Handling_Missing_Values\"><\/span>II. Handling Missing Values<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Analysts encounter incomplete records frequently across various operational databases. Implementing strategic imputation methods or safely deleting unrecoverable entries prevents missing values from skewing the final mathematical outcomes and performance predictions.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"III_Outlier_Detection_Methods\"><\/span>III. Outlier Detection Methods<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Identifying extreme deviations from standard statistical distributions is crucial for maintaining analytical accuracy. Professionals must carefully investigate these outliers to determine whether they represent genuine anomalies or critical system measurement errors.<\/p>\n<blockquote><p>Related article: <span data-sheets-root=\"1\"><a class=\"in-cell-link\" href=\"https:\/\/ai2-education.com\/en\/how-to-study-artificial-intelligence-france\/\" target=\"_blank\" rel=\"noopener\">How to Study Artificial Intelligence in France?<\/a><\/span><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Why_Master_Data_Visualization\"><\/span>Why Master Data Visualization?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Translating numerical findings into accessible visual formats bridges the gap between technical teams and executive leadership. Clear graphical representation ensures that complex metrics become immediately comprehensible for immediate strategic action.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Bar_Charts_and_Pie_Charts\"><\/span>I. Bar Charts and Pie Charts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>These fundamental graphical representations are excellent for displaying categorical proportions and simple comparisons. They offer immediate visual clarity when presenting straightforward market share metrics or demographic breakdowns to corporate stakeholders.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Histograms_and_Scatter_Plots\"><\/span>II. Histograms and Scatter Plots<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Histograms effectively display frequency distributions across continuous measurement intervals. Meanwhile, scatter plots are essential for illustrating potential correlations between two distinct numerical variables, highlighting underlying trends and identifying significant outliers.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"III_Advanced_Heat_Maps\"><\/span>III. Advanced Heat Maps<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Heat maps utilize color variations to represent varying values within a matrix format. This technique allows professionals to instantly highlight dense concentrations of activity or significant anomalies across massive corporate datasets.<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/ai2-education.com\/en\/apply\/\" class=\"button primary is-primary is-medium\" >\n\t\t<span>Apply Now!<\/span>\n\t<\/a>\n\n<h2><span class=\"ez-toc-section\" id=\"How_to_Manage_Complex_Databases\"><\/span>How to Manage Complex Databases?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Structuring and retrieving information efficiently requires an extensive understanding of modern database architectural principles. Professionals must ensure that information systems remain highly organized, scalable, and completely secure against potential external vulnerabilities.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Effective_Data_Modeling\"><\/span>I. Effective Data Modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Modeling creates a theoretical blueprint for how information will be stored and interconnected. A logical structure ensures that future retrieval processes remain swift, efficient, and perfectly aligned with broader organizational needs.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Normalization_Techniques\"><\/span>II. Normalization Techniques<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Normalization involves organizing tables to minimize redundancy and eliminate harmful structural anomalies. This strict procedural method guarantees database integrity and significantly reduces overall storage space requirements across the entire corporate network.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"III_Primary_and_Foreign_Keys\"><\/span>III. Primary and Foreign Keys<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Keys establish vital relationships between distinct tables within relational environments. Properly assigning primary and foreign identifiers guarantees that linked records maintain strict consistency during complex updating and remote querying procedures.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"IV_Data_Security_Protocols\"><\/span>IV. Data Security Protocols<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Maintaining strict confidentiality is a non-negotiable aspect of this profession. Analysts must implement robust access controls and encryption methods to protect sensitive corporate assets from unauthorized external or internal digital access.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"V_Database_Indexing_Strategies\"><\/span>V. Database Indexing Strategies<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Proper indexing significantly accelerates data retrieval speeds within massive corporate environments. This optimization technique ensures that analytical queries execute efficiently without consuming excessive computational server resources during daily peak operations.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Soft_Skills_Drive_Success\"><\/span>What Soft Skills Drive Success?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Beyond technical expertise, the ability to communicate results effectively remains paramount for professional advancement. Analytical findings hold no value if decision-makers cannot comprehend the underlying methodologies and their resulting business implications.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"I_Effective_Storytelling_and_Communication\"><\/span>I. Effective Storytelling and Communication<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Transforming dry numbers into a compelling narrative helps contextualize analytical results. This structured communication technique guides the executive audience logically from the initial problem statement to the evidence-based final recommendation.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"II_Critical_Problem_Solving_and_Ethics\"><\/span>II. Critical Problem Solving and Ethics<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Developing strong analytical thinking allows individuals to identify root causes behind anomalies. Furthermore, professionals must maintain a rigorous commitment to ethical standards, eliminating bias and ensuring strict regulatory privacy compliance.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Where_to_Train_Study_at_AI2\"><\/span>Where to Train? Study at AI2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>At AI2, our Master&#8217;s programs prepare students to master these exact technical and analytical competencies. We specifically design our curriculum to align with current industry demands, ensuring maximum professional corporate employability.<\/p>\n<p>Our <strong>state-recognized RNCP titles<\/strong> guarantee high academic standards and immediate relevance in the French and international markets. Students engage deeply with real-world projects, combining theoretical rigor with practical modern software application.<\/p>\n<p>We prepare our students to excel in <strong>Machine Learning<\/strong>, robust database management, and advanced statistical analysis. Graduates leave our institution fully equipped to lead complex analytical projects across diverse corporate sectors.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Choosing the right educational pathway is a highly strategic decision for your future career. Mastering the essential analytical methodologies requires formal, structured training combined with hands-on, practical technological enterprise experience.<\/p>\n<p>By selecting a recognized institution, candidates ensure they acquire the rigorous competencies demanded by top global employers. A solid academic foundation remains the most reliable route to sustained professional analytical success.<\/p>\n<!--\r\n  English UX Block \u2014 end of articles\r\n  Suggested shortcode: [block id=\"article-cta-footer-en\"]\r\n\r\n  Uses the existing cta-rentree.css and cta-footer.css files.\r\n-->\r\n<div class=\"ai2-cta-rentree\">\r\n  <span class=\"ai2-cta-rentree__glow\" aria-hidden=\"true\"><\/span>\r\n  <span class=\"ai2-cta-rentree__grid\" aria-hidden=\"true\"><\/span>\r\n\r\n  <span class=\"ai2-cta-rentree__body\">\r\n    <span class=\"ai2-cta-rentree__badge\">Sept. 2026 Intake<\/span>\r\n    <span class=\"ai2-cta-rentree__title\">Applications open<\/span>\r\n    <span class=\"ai2-cta-rentree__tracks\">\r\n      <a href=\"https:\/\/ai2-education.com\/en\/master-2-data-ai\/\">Master 2 Data Scientist &amp; AI<\/a>\r\n    <\/span>\r\n  <\/span>\r\n\r\n  <span class=\"ai2-cta-rentree__action\">\r\n    <a class=\"ai2-cta-rentree__btn\" href=\"https:\/\/ai2-education.com\/en\/apply\/\">\r\n      Apply now\r\n      <svg class=\"ai2-cta-rentree__arrow\" width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" aria-hidden=\"true\">\r\n        <path d=\"M5 12h14M13 6l6 6-6 6\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\r\n      <\/svg>\r\n    <\/a>\r\n    <span class=\"ai2-cta-rentree__hint\">Free application \u00b7 2 min<\/span>\r\n  <\/span>\r\n<\/div>\r\n\r\n<!-- Country pages will replace \/en\/apply\/ when available -->\r\n<nav class=\"ai2-countries\" aria-label=\"AI programs by country\">\r\n  <div class=\"ai2-countries__head\">\r\n    <span class=\"ai2-countries__icon\" aria-hidden=\"true\">\r\n      <svg width=\"16\" height=\"16\" viewBox=\"0 0 24 24\" fill=\"none\">\r\n        <path d=\"M12 21s7-5.4 7-11a7 7 0 1 0-14 0c0 5.6 7 11 7 11z\" stroke=\"currentColor\" stroke-width=\"1.8\"\/>\r\n        <circle cx=\"12\" cy=\"10\" r=\"2.4\" stroke=\"currentColor\" stroke-width=\"1.8\"\/>\r\n      <\/svg>\r\n    <\/span>\r\n    <span class=\"ai2-countries__label\">AI programs by country<\/span>\r\n  <\/div>\r\n  <div class=\"ai2-countries__list\">\r\n    <a href=\"https:\/\/ai2-education.com\/en\/apply\/\">India<\/a>\r\n    <a href=\"https:\/\/ai2-education.com\/en\/apply\/\">Pakistan<\/a>\r\n    <a href=\"https:\/\/ai2-education.com\/en\/apply\/\">Saudi Arabia<\/a>\r\n    <a href=\"https:\/\/ai2-education.com\/en\/apply\/\">China<\/a>\r\n    <a href=\"https:\/\/ai2-education.com\/en\/apply\/\">Nigeria<\/a>\r\n  <\/div>\r\n<\/nav>\r\n\n","protected":false},"excerpt":{"rendered":"<p>Understanding the key skills for a data analyst is crucial for professionals seeking to advance their careers in modern corporate environments. Companies rely heavily on accurate metrics to guide strategic decisions and ensure sustainable financial growth. This article outlines the fundamental technical competencies required for this profession, including statistical analysis and advanced database management. We [&#8230;]\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-185","post","type-post","status-publish","format-standard","hentry","category-ai-tutorials"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Key Skills for a Data Analyst: What You Need to Know - AI2<\/title>\n<meta name=\"description\" content=\"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Key Skills for a Data Analyst: What You Need to Know - AI2\" \/>\n<meta property=\"og:description\" content=\"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ai2-education.com\/en\/data-analyst-skills\/\" \/>\n<meta property=\"og:site_name\" content=\"AI2\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ai2EcoleIntelligenceArtificielleParis\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-10T10:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-18T14:46:22+00:00\" \/>\n<meta name=\"author\" content=\"seorapideadmin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@AI2_School\" \/>\n<meta name=\"twitter:site\" content=\"@AI2_School\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"seorapideadmin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/\"},\"author\":{\"name\":\"seorapideadmin\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#\\\/schema\\\/person\\\/921f38b9137c8f2bf339c940d72c0f1a\"},\"headline\":\"Key Skills for a Data Analyst: What You Need to Know\",\"datePublished\":\"2026-07-10T10:00:00+00:00\",\"dateModified\":\"2026-07-18T14:46:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/\"},\"wordCount\":1364,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#organization\"},\"articleSection\":[\"AI Tutorials\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/\",\"url\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/\",\"name\":\"Key Skills for a Data Analyst: What You Need to Know - AI2\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#website\"},\"datePublished\":\"2026-07-10T10:00:00+00:00\",\"dateModified\":\"2026-07-18T14:46:22+00:00\",\"description\":\"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/data-analyst-skills\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Institute of Artificial Intelligence\",\"item\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Key Skills for a Data Analyst: What You Need to Know\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/\",\"name\":\"AI2\",\"description\":\"The true school of Data and Artificial Intelligence\",\"publisher\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#organization\"},\"alternateName\":\"AI2 - Applied Institute of Artificial Intelligence\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#organization\",\"name\":\"AI2\",\"url\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Ecole-dIntelligence-Artificielle.png\",\"contentUrl\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/Ecole-dIntelligence-Artificielle.png\",\"width\":167,\"height\":132,\"caption\":\"AI2\"},\"image\":{\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/ai2EcoleIntelligenceArtificielleParis\",\"https:\\\/\\\/x.com\\\/AI2_School\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/applied-institute-of-artificial-intelligence\\\/\",\"https:\\\/\\\/www.tiktok.com\\\/@ai2_school1\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/#\\\/schema\\\/person\\\/921f38b9137c8f2bf339c940d72c0f1a\",\"name\":\"seorapideadmin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g\",\"caption\":\"seorapideadmin\"},\"sameAs\":[\"https:\\\/\\\/ai2-education.com\\\/en\"],\"url\":\"https:\\\/\\\/ai2-education.com\\\/en\\\/author\\\/seorapideadmin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Key Skills for a Data Analyst: What You Need to Know - AI2","description":"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/","og_locale":"en_US","og_type":"article","og_title":"Key Skills for a Data Analyst: What You Need to Know - AI2","og_description":"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!","og_url":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/","og_site_name":"AI2","article_publisher":"https:\/\/www.facebook.com\/ai2EcoleIntelligenceArtificielleParis","article_published_time":"2026-07-10T10:00:00+00:00","article_modified_time":"2026-07-18T14:46:22+00:00","author":"seorapideadmin","twitter_card":"summary_large_image","twitter_creator":"@AI2_School","twitter_site":"@AI2_School","twitter_misc":{"Written by":"seorapideadmin","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#article","isPartOf":{"@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/"},"author":{"name":"seorapideadmin","@id":"https:\/\/ai2-education.com\/en\/#\/schema\/person\/921f38b9137c8f2bf339c940d72c0f1a"},"headline":"Key Skills for a Data Analyst: What You Need to Know","datePublished":"2026-07-10T10:00:00+00:00","dateModified":"2026-07-18T14:46:22+00:00","mainEntityOfPage":{"@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/"},"wordCount":1364,"commentCount":0,"publisher":{"@id":"https:\/\/ai2-education.com\/en\/#organization"},"articleSection":["AI Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ai2-education.com\/en\/data-analyst-skills\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/","url":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/","name":"Key Skills for a Data Analyst: What You Need to Know - AI2","isPartOf":{"@id":"https:\/\/ai2-education.com\/en\/#website"},"datePublished":"2026-07-10T10:00:00+00:00","dateModified":"2026-07-18T14:46:22+00:00","description":"Unlock the key skills needed to succeed as a Data Analyst. From technical tools to communication, discover how to elevate your career today!","breadcrumb":{"@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ai2-education.com\/en\/data-analyst-skills\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ai2-education.com\/en\/data-analyst-skills\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Institute of Artificial Intelligence","item":"https:\/\/ai2-education.com\/en\/"},{"@type":"ListItem","position":2,"name":"Key Skills for a Data Analyst: What You Need to Know"}]},{"@type":"WebSite","@id":"https:\/\/ai2-education.com\/en\/#website","url":"https:\/\/ai2-education.com\/en\/","name":"AI2","description":"The true school of Data and Artificial Intelligence","publisher":{"@id":"https:\/\/ai2-education.com\/en\/#organization"},"alternateName":"AI2 - Applied Institute of Artificial Intelligence","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ai2-education.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ai2-education.com\/en\/#organization","name":"AI2","url":"https:\/\/ai2-education.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ai2-education.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/ai2-education.com\/en\/wp-content\/uploads\/2026\/04\/Ecole-dIntelligence-Artificielle.png","contentUrl":"https:\/\/ai2-education.com\/en\/wp-content\/uploads\/2026\/04\/Ecole-dIntelligence-Artificielle.png","width":167,"height":132,"caption":"AI2"},"image":{"@id":"https:\/\/ai2-education.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/ai2EcoleIntelligenceArtificielleParis","https:\/\/x.com\/AI2_School","https:\/\/www.linkedin.com\/company\/applied-institute-of-artificial-intelligence\/","https:\/\/www.tiktok.com\/@ai2_school1"]},{"@type":"Person","@id":"https:\/\/ai2-education.com\/en\/#\/schema\/person\/921f38b9137c8f2bf339c940d72c0f1a","name":"seorapideadmin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a95c6f8add656399fba57ab9cc1f38ce44da2fb705ba5a9d6a822ed7662ac53e?s=96&r=g","caption":"seorapideadmin"},"sameAs":["https:\/\/ai2-education.com\/en"],"url":"https:\/\/ai2-education.com\/en\/author\/seorapideadmin\/"}]}},"_links":{"self":[{"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/posts\/185","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/comments?post=185"}],"version-history":[{"count":3,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/posts\/185\/revisions"}],"predecessor-version":[{"id":280,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/posts\/185\/revisions\/280"}],"wp:attachment":[{"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/media?parent=185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/categories?post=185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai2-education.com\/en\/wp-json\/wp\/v2\/tags?post=185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}