{"id":33860,"date":"2023-11-11T08:12:51","date_gmt":"2023-11-11T08:12:51","guid":{"rendered":"https:\/\/www.process.st\/templates\/data-quality-control-process\/"},"modified":"2024-03-05T15:15:05","modified_gmt":"2024-03-05T15:15:05","slug":"data-quality-control-process","status":"publish","type":"post","link":"https:\/\/www.process.st\/templates\/data-quality-control-process\/","title":{"rendered":"Data Quality Control Process"},"content":{"rendered":"\n<section id=\"identify-data-source\"> \n <h2>Identify Data Source<\/h2>\n <div class=\"text-content\">\n   This task involves identifying the source of the data that needs to be processed. The source could be a specific database, file, or API. Understanding the data source is crucial for later stages of the process, as it helps determine the best approach for extracting and manipulating the data. The desired result is to have a clear understanding of the data source and how it fits into the overall process. Some potential challenges could include incomplete or outdated information about the data source. To overcome this, thorough research and communication with relevant stakeholders might be required. Required resource: Access to relevant documentation or experts. \n <\/div> \n <div class=\"text-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Source Name <\/label> \n   <input type=\"text\" placeholder=\"Something will be typed here...\" disabled class=\"form-control\"> \n  <\/div> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Description of Data Source <\/label> <textarea placeholder=\"Something will be typed here...\" rows=\"3\" disabled class=\"form-control\"><\/textarea> \n  <\/div> \n <\/div> \n <div class=\"email-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Email of Data Source Contact <\/label> \n   <input type=\"text\" placeholder=\"Something will be typed here...\" disabled class=\"form-control\"> \n  <\/div> \n <\/div> \n <div class=\"members-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Responsible Person <\/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-raw-data\"> \n <h2>Extract Raw Data<\/h2>\n <div class=\"text-content\">\n   This task involves extracting the raw data from the identified data source. The raw data could be in various formats, such as CSV, Excel, or API responses. The extraction process should be performed using appropriate methods and tools to ensure the integrity of the data. The desired result is to have the raw data available for further processing. Some potential challenges could include data extraction errors or issues with incompatible formats. To overcome this, it might be necessary to consult technical experts or use data extraction tools with error handling capabilities. Required resource: Access to the identified data source. \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Source Format <\/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      CSV \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      Excel \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      API Response \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"text-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Extraction Method <\/label> \n   <input type=\"text\" placeholder=\"Something will be typed here...\" disabled class=\"form-control\"> \n  <\/div> \n <\/div> \n <div class=\"email-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Email of Technical Expert <\/label> \n   <input type=\"text\" placeholder=\"Something will be typed here...\" disabled class=\"form-control\"> \n  <\/div> \n <\/div> \n <div class=\"members-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Responsible Person <\/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=\"profile-data\"> \n <h2>Profile Data<\/h2>\n <div class=\"text-content\">\n   This task involves profiling the extracted raw data to gain insights into its structure, quality, and characteristics. Data profiling helps identify any patterns, anomalies, or errors in the data. The profiling results can guide subsequent tasks for data cleansing and transformation. The desired result is to have a comprehensive understanding of the data's properties. Some potential challenges could include handling large volumes of data or dealing with missing or inconsistent data. To overcome this, it might be necessary to use data profiling tools or consult data experts. Required resource: Access to the extracted raw data. \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Type <\/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      Structured \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      Semi-structured \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      Unstructured \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Observations from Data Profiling <\/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> Data Profiling Techniques <\/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      Statistical analysis \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      Pattern detection \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      Data quality assessment \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"email-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Email of Data Expert <\/label> \n   <input type=\"text\" placeholder=\"Something will be typed here...\" disabled class=\"form-control\"> \n  <\/div> \n <\/div> \n <div class=\"members-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Responsible Person <\/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=\"cleanse-raw-data\"> \n <h2>Cleanse Raw Data<\/h2>\n <div class=\"text-content\">\n   This task involves cleaning the raw data by removing any inconsistencies, errors, or duplicates. Data cleansing ensures that the data is accurate, consistent, and ready for further processing. The desired result is to have a clean dataset that is free from irrelevant or erroneous information. Some potential challenges could include identifying and resolving data quality issues or dealing with missing or invalid values. To overcome this, it might be necessary to use data cleansing tools or consult data quality experts. Required resource: Access to the extracted raw data. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Cleansing Techniques <\/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      Data deduplication \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      Standardizing values \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      Handling missing values \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      Removing outliers \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      Correcting data errors \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Cleansing Observations <\/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> Responsible Person <\/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=\"transform-data\"> \n <h2>Transform Data<\/h2>\n <div class=\"text-content\">\n   This task involves transforming the cleansed raw data into a format suitable for the desired analysis or application. Data transformation may include tasks such as aggregating, filtering, merging, or reshaping the data. The desired result is to have transformed data that meets the specific requirements of the analysis or application. Some potential challenges could include complex transformations or compatibility issues with target systems. To overcome this, it might be necessary to use data transformation tools or consult data integration experts. Required resource: Access to the cleansed raw data. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Transformation Tasks <\/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      Aggregation \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      Filtering \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      Merging \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      Reshaping \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      Normalization \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Transformation Observations <\/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> Responsible Person <\/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=\"standardize-data\"> \n <h2>Standardize Data<\/h2>\n <div class=\"text-content\">\n   This task involves standardizing the transformed data to ensure consistency and compatibility across different systems and applications. Data standardization includes tasks such as formatting dates, codes, or names into a standardized format. The desired result is to have standardized data that can be easily integrated or compared with other datasets. Some potential challenges could include handling different data standards or resolving conflicts between different standards. To overcome this, it might be necessary to use data standardization tools or consult data integration experts. Required resource: Access to the transformed data. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Standardization Tasks <\/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      Date formatting \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      Code 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      Name standardization \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      Unit conversion \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      Address formatting \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Standardization Observations <\/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> Responsible Person <\/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=\"validate-data-completeness\"> \n <h2>Validate Data Completeness<\/h2>\n <div class=\"text-content\">\n   This task involves validating the completeness of the standardized data by checking if all the required fields or attributes are present and populated. Data completeness ensures that the data is suitable for the intended analysis or application. The desired result is to have complete data that contains all the necessary information. Some potential challenges could include missing or empty fields or attributes. To overcome this, it might be necessary to define clear data completeness criteria or consult domain experts. Required resource: Access to the standardized data. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Required Fields <\/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      First Name \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      Last Name \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      Email Address \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      Phone Number \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      Address \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Completeness Observations <\/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> Responsible Person <\/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-accuracy\"> \n <h2>Approval: Data Accuracy<\/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\">Cleanse Raw Data<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Transform Data<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Standardize Data<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Validate Data Completeness<\/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=\"deduplicate-data\"> \n <h2>De-duplicate Data<\/h2>\n <div class=\"text-content\">\n   This task involves identifying and removing duplicate records from the validated data. Duplicate data can introduce inaccuracies or bias in the analysis or application. The desired result is to have a dataset without any duplicate records. Some potential challenges could include identifying duplicate records accurately or dealing with large volumes of data. To overcome this, it might be necessary to use data deduplication algorithms or consult data quality experts. Required resource: Access to the validated data. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Deduplication Methods <\/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      Exact matching \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      Fuzzy matching \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      Record linkage \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      Key-based deduplication \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      Rule-based deduplication \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Deduplication Observations <\/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> Responsible Person <\/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=\"enrich-data\"> \n <h2>Enrich Data<\/h2>\n <div class=\"text-content\">\n   This task involves enriching the deduplicated data by adding additional relevant information from external sources. Data enrichment helps enhance the value and context of the dataset. The desired result is to have enriched data that provides a more comprehensive view of the subject. Some potential challenges could include identifying reliable external data sources or integrating the external data seamlessly. To overcome this, it might be necessary to use data enrichment services or consult data integration experts. Required resource: Access to the deduplicated data and relevant external data sources. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Enrichment Tasks <\/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      Geocoding \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      Social media 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      Demographic data integration \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      Firmographic data integration \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      Public records integration \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Enrichment Observations <\/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> Responsible Person <\/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=\"consolidate-data\"> \n <h2>Consolidate Data<\/h2>\n <div class=\"text-content\">\n   This task involves consolidating the enriched data from various sources into a single dataset. Data consolidation helps create a unified view of the information, making it easier to analyze or use for applications. The desired result is to have a consolidated dataset that combines the enriched data seamlessly. Some potential challenges could include handling data from different formats or merging conflicting information from different sources. To overcome this, it might be necessary to use data integration tools or consult data consolidation experts. Required resource: Access to the enriched data. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Consolidation Tasks <\/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      Data merging \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      Data 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      Data format conversion \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 validation \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      Data quality assessment \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Consolidation Observations <\/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> Responsible Person <\/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=\"match-and-link-data\"> \n <h2>Match and Link Data<\/h2>\n <div class=\"text-content\">\n   This task involves matching and linking the consolidated data with other relevant datasets or reference databases to establish relationships or perform data integration. Data matching and linking helps enrich the data further and enable more advanced analysis or applications. The desired result is to have linked data that can be used for relationship analysis or integrated with other datasets. Some potential challenges could include defining matching criteria or handling complex data relationships. To overcome this, it might be necessary to use data matching algorithms or consult data integration experts. Required resource: Access to the consolidated data and relevant reference databases. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Matching and Linking Tasks <\/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      Record linkage \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      Key-based linking \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      Entity resolution \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 relationship analysis \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      Data integration \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Matching and Linking Observations <\/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> Responsible Person <\/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=\"dispose-unwanted-data\"> \n <h2>Dispose Unwanted Data<\/h2>\n <div class=\"text-content\">\n   This task involves disposing of any unwanted or irrelevant data that is no longer needed for the analysis or application. Data disposal ensures that only necessary and relevant data is retained, reducing storage and processing costs. The desired result is to have a dataset that contains only the required information. Some potential challenges could include identifying the criteria for data disposal or dealing with legal and privacy considerations. To overcome this, it might be necessary to establish data retention policies or consult legal experts. Required resource: Access to the consolidated and linked data. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Disposal Tasks <\/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      Identifying redundant data \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      Legal and privacy considerations \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      Data retention policy adherence \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      Secure disposal methods \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      Data backup and archiving \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Disposal Observations <\/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> Responsible Person <\/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=\"test-data-quality\"> \n <h2>Test Data Quality<\/h2>\n <div class=\"text-content\">\n   This task involves testing the quality of the processed data to ensure that it meets the predefined standards and requirements. Data quality testing helps identify any remaining issues or errors that might impact the analysis or application. The desired result is to have data that meets the required quality standards. Some potential challenges could include defining appropriate data quality metrics or dealing with complex data quality issues. To overcome this, it might be necessary to use data quality testing tools or consult data quality experts. Required resource: Access to the processed data and data quality standards. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Quality Testing Tasks <\/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      Data validation \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      Data accuracy assessment \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      Data completeness check \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 consistency check \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      Data integrity check \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Quality Testing Observations <\/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> Responsible Person <\/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=\"evaluate-data-quality-metrics\"> \n <h2>Evaluate Data Quality Metrics<\/h2>\n <div class=\"text-content\">\n   This task involves evaluating the data quality metrics based on the results of the data quality testing. Data quality metrics provide quantitative measures of the quality of the data. The evaluation helps assess the overall data quality and identify areas for improvement. The desired result is to have a comprehensive understanding of the data quality based on the defined metrics. Some potential challenges could include interpreting data quality metrics or establishing benchmarks for comparison. To overcome this, it might be necessary to consult data quality experts or refer to industry best practices. Required resource: Access to the data quality testing results and data quality metrics. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Quality Evaluation Tasks <\/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      Metric calculation \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      Benchmark comparison \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      Data quality score generation \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 quality improvement recommendations \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      Data quality reporting \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Data Quality Evaluation Observations <\/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> Responsible Person <\/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-quality-report\"> \n <h2>Approval: Data Quality Report<\/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\">Test Data Quality<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Evaluate Data Quality Metrics<\/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=\"review-and-validate-data-quality-scores\"> \n <h2>Review and Validate Data Quality Scores<\/h2>\n <div class=\"text-content\">\n   This task involves reviewing and validating the data quality scores based on the evaluation results. Data quality scores provide a summarized assessment of the overall data quality. The review and validation process help ensure the accuracy and reliability of the data quality scores. The desired result is to have validated data quality scores that reflect the true quality of the data. Some potential challenges could include discrepancies between the scores and the actual data quality or resolving conflicts in the scoring methodology. To overcome this, it might be necessary to consult data quality experts or conduct peer reviews. Required resource: Access to the data quality evaluation results and data quality scoring methodology. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Review and Validation Tasks <\/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      Comparison with benchmarks \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      Validation against data quality metrics \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      Validation against user requirements \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      Resolution of conflicts or discrepancies \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      Final data quality score calculation \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Review and Validation Observations <\/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> Responsible Person <\/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-usability\"> \n <h2>Approval: Data Usability<\/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\">Consolidate Data<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Match and Link Data<\/span> \n        <div class=\"body\">\n         Will be submitted\n        <\/div> \n       <\/div> \n      <\/div> \n     <\/div> <\/li>\n    <li> \n     <div class=\"approval-rule-subject-tasks-list-item\"> \n      <div class=\"item\"> \n       <div class=\"container\"> <span class=\"title\">Dispose Unwanted Data<\/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=\"archive-data-if-necessary\"> \n <h2>Archive Data if Necessary<\/h2>\n <div class=\"text-content\">\n   This task involves archiving the processed data if it needs to be retained for future reference or compliance purposes. Data archiving ensures that the data is securely stored and easily accessible when needed. The desired result is to have archived data that can be retrieved if required. Some potential challenges could include determining the appropriate data archiving method or complying with data retention regulations. To overcome this, it might be necessary to consult data archiving experts or legal advisors. Required resource: Access to the processed data and data archiving capabilities. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Archiving Tasks <\/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      Selection of archiving method \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      Data compression and encryption \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      Archiving location and storage management \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 retention compliance \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      Access control and retrieval procedure \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Archiving Observations <\/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> Responsible Person <\/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=\"monitor-data-quality-over-time\"> \n <h2>Monitor Data Quality Over Time<\/h2>\n <div class=\"text-content\">\n   This task involves continuously monitoring the data quality to ensure its ongoing reliability and fitness for purpose. Data quality monitoring helps identify any degradation or issues in the data quality over time. The desired result is to maintain high-quality data throughout its lifecycle. Some potential challenges could include establishing effective monitoring mechanisms or detecting subtle changes in data quality. To overcome this, it might be necessary to use automated data quality monitoring tools or implement regular data quality assessments. Required resource: Access to the processed data and data quality monitoring tools. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Monitoring Tasks <\/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      Data quality metric tracking \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      Alert generation for anomalies \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      Periodic data quality assessments \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      Stakeholder communication and reporting \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      Data quality improvement measures \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Monitoring Observations <\/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> Responsible Person <\/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","protected":false},"excerpt":{"rendered":"<p>Identify Data Source This task involves identifying the source of the data that needs to be processed. The source could be a specific database, file, or API. Understanding the data source is crucial for later stages of the process, as it helps determine the best approach for extracting and manipulating the data. The desired result [&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":"mftIQWU1YPR-OslglFhOag","task_0":"Identify Data Source","task_slug_0":"identify-data-source","task_1":"Extract Raw Data","task_slug_1":"extract-raw-data","task_2":"Profile Data","task_slug_2":"profile-data","task_3":"Cleanse Raw Data","task_slug_3":"cleanse-raw-data","task_4":"Transform Data","task_slug_4":"transform-data","task_5":"Standardize Data","task_slug_5":"standardize-data","task_6":"Validate Data Completeness","task_slug_6":"validate-data-completeness","task_7":"Approval: Data Accuracy","task_slug_7":"approval-data-accuracy","task_8":"De-duplicate Data","task_slug_8":"deduplicate-data","task_9":"Enrich 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