{"id":31932,"date":"2023-09-28T03:06:55","date_gmt":"2023-09-28T03:06:55","guid":{"rendered":"https:\/\/www.process.st\/templates\/data-migration-validation-checklist\/"},"modified":"2024-03-05T14:18:24","modified_gmt":"2024-03-05T14:18:24","slug":"data-migration-validation-checklist","status":"publish","type":"post","link":"https:\/\/www.process.st\/templates\/data-migration-validation-checklist\/","title":{"rendered":"Data Migration Validation Checklist"},"content":{"rendered":"\n<section id=\"identify-data-to-be-migrated\"> \n <h2>Identify data to be migrated<\/h2>\n <div class=\"text-content\">\n   This task involves identifying the specific data that needs to be migrated from the source system to the target system. The impact of this task is critical as it sets the foundation for the entire data migration process. The desired result is a comprehensive list of the data to be migrated. The task requires knowledge of the source system and the business requirements. Potential challenges could include incomplete or outdated documentation, lack of clarity on data ownership, or discrepancies in data structure across different departments. To overcome these challenges, it may be necessary to consult with system experts, business stakeholders, or review existing reports or documents. Required resources include access to the source system and relevant documentation. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List the specific data to be migrated <\/label> <textarea placeholder=\"Something will be typed here...\" rows=\"3\" disabled class=\"form-control\"><\/textarea> \n  <\/div> \n <\/div> \n <div class=\"members-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Owner(s) <\/label> <select disabled class=\"form-control\"> <option value=\"A member or group will be selected here\">A member or group will be selected here<\/option> <\/select> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"extract-data-from-the-source-system\"> \n <h2>Extract data from the source system<\/h2>\n <div class=\"text-content\">\n   In this task, data is extracted from the source system. The impact of this task is crucial as it ensures the availability of the data needed for migration. The desired result is a complete and accurate extraction of the identified data. The know-how required includes knowledge of the source system's data extraction capabilities, data formats, and security protocols. Potential challenges could include large data volumes, complex data relationships, or extraction errors. To address these challenges, it may be necessary to optimize extraction processes, conduct data quality checks, or engage technical experts. Required resources include access to the source system, extraction tools, and storage resources. \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Extraction Method <\/label> <select disabled class=\"form-control\"> <option value=\"An option will be selected here\">An option will be selected here<\/option> <\/select> \n  <\/div> \n  <ul class=\"items\"> \n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       1 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Full database dump \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       2 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      API integration \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       3 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Scheduled exports \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       4 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Manual extraction \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"clean-and-prepare-data-for-migration\"> \n <h2>Clean and prepare data for migration<\/h2>\n <div class=\"text-content\">\n   This task focuses on cleaning and preparing the extracted data for migration. The impact of this task is significant as it ensures the integrity and quality of the migrated data. The desired result is clean, normalized, and validated data ready for migration. The know-how required includes data cleaning techniques, data validation rules, and understanding of the target system's data requirements. Potential challenges could include missing or incorrect data, data inconsistencies, or data format mismatches. To overcome these challenges, it may be necessary to conduct data cleansing activities, validate data against business rules, or engage data quality experts. Required resources include data cleaning tools, data validation scripts, and data profiling reports. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data cleaning activities <\/label> <select disabled class=\"form-control\"> <option value=\"\">Multiple options can be selected from this list<\/option> <\/select> \n  <\/div> \n  <ul class=\"items\"> \n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       1 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Remove duplicate records \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       2 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Standardize data formats \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       3 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Normalize data \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       4 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Fill missing values \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       5 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Fix data inconsistencies \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"design-data-mapping-from-source-to-target-system\"> \n <h2>Design data mapping from source to target system<\/h2>\n <div class=\"text-content\">\n   This task involves designing the data mapping from the source system to the target system. The impact of this task is crucial as it ensures proper data transformation and synchronization during migration. The desired result is a comprehensive data mapping plan. The know-how required includes understanding of both source and target system data structures, data transformation techniques, and compatibility considerations. Potential challenges could include complex data relationships, data format conversions, or conflicting data requirements. To address these challenges, it may be necessary to collaborate with system experts, review integration documentation, or perform data mapping tests. Required resources include data mapping tools, integration documentation, and access to both source and target systems. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List the source and target system data fields <\/label> <textarea placeholder=\"Something will be typed here...\" rows=\"3\" disabled class=\"form-control\"><\/textarea> \n  <\/div> \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data transformation techniques <\/label> <select disabled class=\"form-control\"> <option value=\"An option will be selected here\">An option will be selected here<\/option> <\/select> \n  <\/div> \n  <ul class=\"items\"> \n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       1 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Field mapping \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       2 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Value mapping \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       3 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Concatenation \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       4 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Data aggregation \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       5 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Conditional mapping \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"create-a-data-migration-plan\"> \n <h2>Create a data migration plan<\/h2>\n <div class=\"text-content\">\n   This task involves creating a data migration plan that outlines the steps, timeline, and responsibilities for the migration process. The impact of this task is significant as it provides a roadmap for the successful execution of the migration. The desired result is a well-documented data migration plan. The know-how required includes project management skills, understanding of data migration processes, and coordination with relevant stakeholders. Potential challenges could include conflicting priorities, resource constraints, or dependency on external systems. To overcome these challenges, it may be necessary to collaborate with project managers, define clear communication channels, or conduct risk assessments. Required resources include project management tools, communication platforms, and access to project stakeholders. \n <\/div> \n <div class=\"date-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Migration start date <\/label> \n   <div class=\"date-container\"> <button type=\"button\" disabled class=\"btn btn-default\"> <i class=\"fa fa-calendar btn-icon\"><\/i> Date will be set here <\/button> \n   <\/div> \n  <\/div> \n <\/div> \n <div class=\"date-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Migration end date <\/label> \n   <div class=\"date-container\"> <button type=\"button\" disabled class=\"btn btn-default\"> <i class=\"fa fa-calendar btn-icon\"><\/i> Date will be set here <\/button> \n   <\/div> \n  <\/div> \n <\/div> \n <div class=\"members-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Responsibilities <\/label> <select disabled class=\"form-control\"> <option value=\"A member or group will be selected here\">A member or group will be selected here<\/option> <\/select> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"approval-data-migration-plan\"> \n <h2>Approval: Data Migration Plan<\/h2>\n <div class=\"approval-content\"> \n  <div class=\"header\"> \n   <div class=\"list-title\">\n    Will be submitted for approval:\n   <\/div> \n  <\/div> \n  <div class=\"approval-rule-subject-tasks-list\"> \n   <ul class=\"list\"> \n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Create a data migration plan<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li> \n   <\/ul> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"test-the-migration-process-with-a-subset-of-data\"> \n <h2>Test the migration process with a subset of data<\/h2>\n <div class=\"text-content\">\n   This task involves testing the migration process using a subset of the data. The impact of this task is to validate the data migration strategy and identify any potential issues or errors. The desired result is a successful test migration with accurate and consistent data. The know-how required includes test planning, data validation techniques, and understanding of the target system's data requirements. Potential challenges could include data discrepancies, migration errors, or performance issues. To address these challenges, it may be necessary to refine data migration scripts, perform data quality checks, or engage with end users for validation. Required resources include test data sets, data migration scripts, and access to the target system. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the test migration scenario <\/label> <textarea placeholder=\"Something will be typed here...\" rows=\"3\" disabled class=\"form-control\"><\/textarea> \n  <\/div> \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Test activities <\/label> \n  <\/div> \n  <ul class=\"items\"> \n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       1 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Run data extraction \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       2 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Perform data cleansing \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       3 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Execute data mapping \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       4 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Validate data integrity \n    <\/div> <\/li>\n   <li class=\"item\"> \n    <div class=\"step-number-container\"> \n     <div class=\"step-number\">\n       5 \n     <\/div> \n    <\/div> \n    <div class=\"step-checkbox-container\"> \n     <div class=\"step-checkbox\"><\/div> \n    <\/div> \n    <div class=\"item-name-static\">\n      Analyze migration logs \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"review-and-resolve-data-migration-issues\"> \n <h2>Review and resolve data migration issues<\/h2> \n<\/section> \n<section id=\"approval-data-migration-issues-resolution\"> \n <h2>Approval: Data Migration Issues Resolution<\/h2>\n <div class=\"approval-content\"> \n  <div class=\"header\"> \n   <div class=\"list-title\">\n    Will be submitted for approval:\n   <\/div> \n  <\/div> \n  <div class=\"approval-rule-subject-tasks-list\"> \n   <ul class=\"list\"> \n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Review and resolve data migration issues<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li> \n   <\/ul> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"run-the-full-data-migration-process\"> \n <h2>Run the full data migration process<\/h2> \n<\/section> \n<section id=\"review-migrated-data-for-consistency-and-accuracy\"> \n <h2>Review migrated data for consistency and accuracy<\/h2> \n<\/section> \n<section id=\"validation-of-data-in-the-target-system\"> \n <h2>Validation of data in the target system<\/h2> \n<\/section> \n<section id=\"approval-data-validation\"> \n <h2>Approval: Data Validation<\/h2>\n <div class=\"approval-content\"> \n  <div class=\"header\"> \n   <div class=\"list-title\">\n    Will be submitted for approval:\n   <\/div> \n  <\/div> \n  <div class=\"approval-rule-subject-tasks-list\"> \n   <ul class=\"list\"> \n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Validation of data in the target system<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li> \n   <\/ul> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"perform-postmigration-data-cleaning-if-necessary\"> \n <h2>Perform post-migration data cleaning if necessary<\/h2> \n<\/section> \n<section id=\"optimization-and-tuning-of-the-target-system\"> \n <h2>Optimization and tuning of the target system<\/h2> \n<\/section> \n<section id=\"final-performance-testing-of-the-target-system\"> \n <h2>Final performance testing of the target system<\/h2> \n<\/section> \n<section id=\"approval-final-performance-testing\"> \n <h2>Approval: Final Performance Testing<\/h2>\n <div class=\"approval-content\"> \n  <div class=\"header\"> \n   <div class=\"list-title\">\n    Will be submitted for approval:\n   <\/div> \n  <\/div> \n  <div class=\"approval-rule-subject-tasks-list\"> \n   <ul class=\"list\"> \n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Final performance testing of the target system<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li> \n   <\/ul> \n  <\/div> \n <\/div> \n<\/section> \n<section id=\"final-signoff-from-the-system-owners\"> \n <h2>Final sign-off from the system owners<\/h2> \n<\/section> \n<section id=\"shutdown-and-decommission-of-the-source-system\"> \n <h2>Shutdown and decommission of the source system<\/h2> \n<\/section> \n<section id=\"approval-system-shutdown-and-decommission\"> \n <h2>Approval: System Shutdown and Decommission<\/h2>\n <div class=\"approval-content\"> \n  <div class=\"header\"> \n   <div class=\"list-title\">\n    Will be submitted for approval:\n   <\/div> \n  <\/div> \n  <div class=\"approval-rule-subject-tasks-list\"> \n   <ul class=\"list\"> \n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Shutdown and decommission of the source system<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li> \n   <\/ul> \n  <\/div> \n <\/div> \n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Identify data to be migrated This task involves identifying the specific data that needs to be migrated from the source system to the target system. The impact of this task is critical as it sets the foundation for the entire data migration process. The desired result is a comprehensive list of the data to be [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"ep_exclude_from_search":false,"cover_icon_emoji":"\ud83d\udd0d","cover_icon_url":"","tasks_count":"20","template_description":"","template_id":"i8TtZNye05ScqXzvLqxMxQ","task_0":"Identify data to be migrated","task_slug_0":"identify-data-to-be-migrated","task_1":"Extract data from the source system","task_slug_1":"extract-data-from-the-source-system","task_2":"Clean and prepare data for migration","task_slug_2":"clean-and-prepare-data-for-migration","task_3":"Design data mapping from source to target system","task_slug_3":"design-data-mapping-from-source-to-target-system","task_4":"Create a data migration plan","task_slug_4":"create-a-data-migration-plan","task_5":"Approval: Data Migration Plan","task_slug_5":"approval-data-migration-plan","task_6":"Test the migration process with a subset of data","task_slug_6":"test-the-migration-process-with-a-subset-of-data","task_7":"Review and resolve data migration issues","task_slug_7":"review-and-resolve-data-migration-issues","task_8":"Approval: Data Migration Issues Resolution","task_slug_8":"approval-data-migration-issues-resolution","task_9":"Run the full data migration process","task_slug_9":"run-the-full-data-migration-process","task_10":"Review migrated data for consistency and accuracy","task_slug_10":"review-migrated-data-for-consistency-and-accuracy","task_11":"Validation of data in the target system","task_slug_11":"validation-of-data-in-the-target-system","task_12":"Approval: Data Validation","task_slug_12":"approval-data-validation","task_13":"Perform post-migration data cleaning if necessary","task_slug_13":"perform-postmigration-data-cleaning-if-necessary","task_14":"Optimization and tuning of the target system","task_slug_14":"optimization-and-tuning-of-the-target-system","task_15":"Final performance testing of the target system","task_slug_15":"final-performance-testing-of-the-target-system","task_16":"Approval: Final Performance Testing","task_slug_16":"approval-final-performance-testing","task_17":"Final sign-off from the system owners","task_slug_17":"final-signoff-from-the-system-owners","task_18":"Shutdown and decommission of the source system","task_slug_18":"shutdown-and-decommission-of-the-source-system","task_19":"Approval: System Shutdown and Decommission","task_slug_19":"approval-system-shutdown-and-decommission","task_20":"","task_slug_20":"","task_21":"","task_slug_21":"","task_22":"","task_slug_22":"","task_23":"","task_slug_23":"","task_24":"","task_slug_24":"","task_25":"","task_slug_25":"","task_26":"","task_slug_26":"","task_27":"","task_slug_27":"","task_28":"","task_slug_28":"","task_29":"","task_slug_29":"","task_30":"","task_slug_30":"","task_31":"","task_slug_31":"","task_32":"","task_slug_32":"","task_33":"","task_slug_33":"","task_34":"","task_slug_34":"","task_35":"","task_slug_35":"","task_36":"","task_slug_36":"","task_37":"","task_slug_37":"","task_38":"","task_slug_38":"","task_39":"","task_slug_39":"","task_40":"","task_slug_40":"","task_41":"","task_slug_41":"","task_42":"","task_slug_42":"","task_43":"","task_slug_43":"","task_44":"","task_slug_44":"","task_45":"","task_slug_45":"","task_46":"","task_slug_46":"","task_47":"","task_slug_47":"","task_48":"","task_slug_48":"","task_49":"","task_slug_49":"","task_50":"","task_slug_50":"","task_51":"","task_slug_51":"","task_52":"","task_slug_52":"","task_53":"","task_slug_53":"","task_54":"","task_slug_54":"","task_55":"","task_slug_55":"","task_56":"","task_slug_56":"","task_57":"","task_slug_57":"","task_58":"","task_slug_58":"","task_59":"","task_slug_59":"","task_60":"","task_slug_60":"","task_61":"","task_slug_61":"","task_62":"","task_slug_62":"","task_63":"","task_slug_63":"","task_64":"","task_slug_64":"","task_65":"","task_slug_65":"","task_66":"","task_slug_66":"","task_67":"","task_slug_67":"","task_68":"","task_slug_68":"","task_69":"","task_slug_69":"","task_70":"","task_slug_70":"","task_71":"","task_slug_71":"","task_72":"","task_slug_72":"","task_73":"","task_slug_73":"","task_74":"","task_slug_74":"","task_75":"","task_slug_75":"","task_76":"","task_slug_76":"","task_77":"","task_slug_77":"","task_78":"","task_slug_78":"","task_79":"","task_slug_79":"","task_80":"","task_slug_80":"","task_81":"","task_slug_81":"","task_82":"","task_slug_82":"","task_83":"","task_slug_83":"","task_84":"","task_slug_84":"","task_85":"","task_slug_85":"","task_86":"","task_slug_86":"","task_87":"","task_slug_87":"","task_88":"","task_slug_88":"","task_89":"","task_slug_89":"","task_90":"","task_slug_90":"","task_91":"","task_slug_91":"","task_92":"","task_slug_92":"","task_93":"","task_slug_93":"","task_94":"","task_slug_94":"","task_95":"","task_slug_95":"","task_96":"","task_slug_96":"","task_97":"","task_slug_97":"","task_98":"","task_slug_98":"","task_99":"","task_slug_99":"","footnotes":""},"categories":[89,9],"tags":[],"class_list":["post-31932","post","type-post","status-publish","format-standard","hentry","category-data-science","category-it"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/posts\/31932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/comments?post=31932"}],"version-history":[{"count":0,"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/posts\/31932\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/media?parent=31932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/categories?post=31932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.process.st\/templates\/wp-json\/wp\/v2\/tags?post=31932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}