{"id":32073,"date":"2023-10-02T05:09:26","date_gmt":"2023-10-02T05:09:26","guid":{"rendered":"https:\/\/www.process.st\/templates\/data-quality-assessment-checklist\/"},"modified":"2024-03-05T14:20:11","modified_gmt":"2024-03-05T14:20:11","slug":"data-quality-assessment-checklist","status":"publish","type":"post","link":"https:\/\/www.process.st\/templates\/data-quality-assessment-checklist\/","title":{"rendered":"Data Quality Assessment Checklist"},"content":{"rendered":"\n<section id=\"identify-the-data-sources\"> \n <h2>Identify the data sources<\/h2>\n <div class=\"text-content\">\n   This task involves identifying the various sources from which data is collected. It plays a crucial role in ensuring that all relevant data is included in the assessment. By identifying the data sources, you can determine the scope and accuracy of the assessment. The desired result is a comprehensive list of data sources. To complete this task, you will need to research internal databases, external websites, and any other relevant sources. You may encounter challenges such as incomplete or outdated information. To overcome these challenges, you can reach out to relevant stakeholders or conduct additional research. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List the data sources <\/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> Is the data source internal or external? <\/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      Internal \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      External \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the relevant data sources <\/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      Database A \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      Database B \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      Website C \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      API D \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      File E \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"determine-the-data-gathering-method\"> \n <h2>Determine the data gathering method<\/h2>\n <div class=\"text-content\">\n   This task involves determining the method by which the data will be gathered. The chosen method will depend on factors such as the type of data and available resources. The impact of this task is ensuring that the data gathering process is efficient and effective. The desired result is a clearly defined data gathering method. To complete this task, you will need to consider options such as manual data entry, automated data extraction, or data import from external sources. You may encounter challenges such as data format compatibility or limited access to certain data sources. To overcome these challenges, you can explore data transformation tools or seek assistance from relevant experts. \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the data gathering 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      Manual data entry \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      Automated data extraction \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 import \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> What data formats are involved? <\/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      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      XML \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      JSON \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      API \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the relevant data gathering tools <\/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 entry software \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      Automated extraction software \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 import tool \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      Transformation tool \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"perform-initial-data-gathering\"> \n <h2>Perform initial data gathering<\/h2>\n <div class=\"text-content\">\n   This task involves gathering the initial set of data. It is a crucial step in the data quality assessment process as it provides the foundation for further analysis. The impact of this task is ensuring that the collected data is accurate and comprehensive. The desired result is a complete set of initial data. To complete this task, you will need to follow the chosen data gathering method and collect data from the identified sources. You may encounter challenges such as incomplete or inconsistent data. To address these challenges, you can validate the data against predefined standards or consult with subject matter experts. \n <\/div> \n <div class=\"date-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Date of data gathering <\/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=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the data sources to gather from <\/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      Database A \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      Database B \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      Website C \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      API D \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      File E \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"review-gathered-data-for-initial-issues\"> \n <h2>Review gathered data for initial issues<\/h2>\n <div class=\"text-content\">\n   This task involves reviewing the gathered data for any initial issues. By reviewing the data, you can identify any inconsistencies or errors that may affect its quality. The impact of this task is ensuring that the data is clean and reliable. The desired result is a list of initial issues identified in the gathered data. To complete this task, you will need to analyze the collected data and compare it against predefined standards or guidelines. You may encounter challenges such as large data sets or complex data structures. To overcome these challenges, you can utilize data analysis tools or seek assistance from data experts. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List any initial issues identified in the gathered data <\/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> Select the types of issues identified <\/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 inconsistency \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 duplication \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      Missing 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      Incorrect data format \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      Outliers \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"resolve-initial-data-discrepancies\"> \n <h2>Resolve initial data discrepancies<\/h2>\n <div class=\"text-content\">\n   This task involves resolving the initial data discrepancies identified in the previous task. By resolving the discrepancies, you can ensure that the data is accurate and consistent. The impact of this task is improving the quality of the gathered data. The desired result is clean and standardized data. To complete this task, you will need to analyze the identified discrepancies and apply appropriate corrective measures. You may encounter challenges such as complex data relationships or conflicting data sources. To address these challenges, you can consult with subject matter experts or utilize data transformation tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the corrective measures taken to resolve the initial data discrepancies <\/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> Select the methods used to resolve discrepancies <\/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 cleaning \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 transformation \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 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      Data splitting \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 filtering \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"standardize-data-formatting\"> \n <h2>Standardize data formatting<\/h2>\n <div class=\"text-content\">\n   This task involves standardizing the formatting of the gathered data. By standardizing the data formatting, you can ensure consistency and compatibility across the data set. The impact of this task is improving the usability and accuracy of the data. The desired result is a uniformly formatted data set. To complete this task, you will need to define formatting rules and apply them to the collected data. You may encounter challenges such as different data formats or conflicting formatting standards. To overcome these challenges, you can utilize data transformation tools or consult with data formatting experts. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the formatting rules applied to the data <\/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      Date format (e.g. MM\/DD\/YYYY) \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      Numeric format (e.g. ####.##) \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      Text format (e.g. Title case) \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      Address format (e.g. Street, City, Country) \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      Phone number format (e.g. ###-###-####) \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the data fields to be formatted <\/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 field \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      Numeric field \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      Text field \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      Address field \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      Phone number field \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"discard-irrelevant-data\"> \n <h2>Discard irrelevant data<\/h2>\n <div class=\"text-content\">\n   This task involves discarding any irrelevant data from the collected data set. By discarding irrelevant data, you can focus on the relevant and useful information. The impact of this task is improving the efficiency and accuracy of the data assessment. The desired result is a streamlined data set without irrelevant data. To complete this task, you will need to identify and exclude any data that is not relevant to the assessment objectives. You may encounter challenges such as limited data relevance criteria or subjective judgment. To overcome these challenges, you can consult with relevant stakeholders or utilize data relevance guidelines. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List any data fields or records identified as irrelevant <\/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> Select the criteria used to identify irrelevant data <\/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 relevance criteria \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      Subjective judgment \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      Stakeholder feedback \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 guidelines \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      Industry standards \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"normalize-values-across-data-set\"> \n <h2>Normalize values across data set<\/h2>\n <div class=\"text-content\">\n   This task involves normalizing the values across the data set. By normalizing the values, you can ensure consistency and comparability of the data. The impact of this task is improving the accuracy and reliability of the data assessment. The desired result is a standardized data set with normalized values. To complete this task, you will need to identify any inconsistent or non-standardized values and apply transformation techniques to normalize them. You may encounter challenges such as complex data relationships or conflicting value representations. To address these challenges, you can consult with subject matter experts or utilize data transformation tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the transformation techniques used to normalize the values <\/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> Select the data fields to be normalized <\/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      Numeric field \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      Text field \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      Date field \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      Address field \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      Categorical field \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"check-data-for-completeness\"> \n <h2>Check data for completeness<\/h2>\n <div class=\"text-content\">\n   This task involves checking the gathered data for completeness. By ensuring the data is complete, you can avoid gaps or missing information that may affect the assessment results. The impact of this task is improving the reliability and validity of the data assessment. The desired result is a complete and comprehensive data set. To complete this task, you will need to review the data and check for any missing or incomplete values. You may encounter challenges such as limited data availability or ambiguous data definitions. To overcome these challenges, you can consult with data experts or utilize data validation techniques. \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the methods used to check data completeness <\/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 field 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 record validation \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 reconciliation \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      Data sampling \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"select-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Were any missing or incomplete values found? <\/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      Yes \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      No \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"approval-completeness-check\"> \n <h2>Approval: Completeness Check<\/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\">Check data for 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=\"scan-data-for-anomalies\"> \n <h2>Scan data for anomalies<\/h2>\n <div class=\"text-content\">\n   This task involves scanning the gathered data for any anomalies or outliers. By identifying anomalies, you can ensure the accuracy and reliability of the data. The impact of this task is improving the quality and credibility of the data assessment. The desired result is a list of identified anomalies. To complete this task, you will need to analyze the data and compare it against predefined rules or statistical models. You may encounter challenges such as complex data patterns or rare occurrences. To address these challenges, you can utilize data visualization tools or consult with data anomaly experts. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> List any anomalies or outliers identified in the data <\/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> Select the anomaly detection methods used <\/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      Data profiling \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      Machine learning algorithms \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      Rule-based approach \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      Visual inspection \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"investigate-and-correct-anomalies\"> \n <h2>Investigate and correct anomalies<\/h2>\n <div class=\"text-content\">\n   This task involves investigating and correcting the anomalies identified in the previous task. By investigating and correcting anomalies, you can ensure the accuracy and reliability of the data. The impact of this task is improving the quality and credibility of the data assessment. The desired result is clean and accurate data without anomalies. To complete this task, you will need to analyze the identified anomalies and apply appropriate corrective measures. You may encounter challenges such as complex data relationships or conflicting information sources. To address these challenges, you can consult with data experts or utilize anomaly detection tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the corrective measures taken to resolve the anomalies <\/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> Select the methods used to correct anomalies <\/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 cleaning \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 transformation \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 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      Data filtering \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 imputation \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"validate-data-against-predefined-standards\"> \n <h2>Validate data against predefined standards<\/h2>\n <div class=\"text-content\">\n   This task involves validating the gathered data against predefined standards or guidelines. By validating the data, you can ensure its compliance with quality requirements. The impact of this task is improving the reliability and validity of the data assessment. The desired result is a data set that meets the predefined standards. To complete this task, you will need to define the validation criteria and compare the data against them. You may encounter challenges such as subjective criteria or limited availability of standards. To overcome these challenges, you can consult with relevant stakeholders or utilize data validation tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the predefined standards or guidelines used for data validation <\/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> Select the data fields to be validated <\/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      Numeric field \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      Text field \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      Date field \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      Address field \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      Categorical field \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"approval-validation-check\"> \n <h2>Approval: Validation Check<\/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\">Validate data against predefined standards<\/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-data-consistency-check\"> \n <h2>Perform data consistency check<\/h2>\n <div class=\"text-content\">\n   This task involves performing a data consistency check to ensure that the data is consistent across different sources or data fields. By checking data consistency, you can identify any discrepancies or conflicts that may affect the data assessment. The impact of this task is improving the accuracy and reliability of the data. The desired result is a consistent and coherent data set. To complete this task, you will need to compare the data across different sources or fields and identify any inconsistencies. You may encounter challenges such as data complexity or limited data compatibility. To address these challenges, you can utilize data comparison tools or seek assistance from data experts. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe any inconsistencies or conflicts identified in the data <\/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> Select the data fields or sources compared for consistency check <\/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 source A vs Data source B \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 field X vs Data field Y \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 field Z vs Data field W \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"carry-out-duplicate-data-check\"> \n <h2>Carry out duplicate data check<\/h2>\n <div class=\"text-content\">\n   This task involves carrying out a duplicate data check to identify and eliminate any duplicate records or entries in the data set. By checking for duplicate data, you can ensure data integrity and avoid redundancy. The impact of this task is improving the accuracy and efficiency of the data assessment. The desired result is a data set without duplicate records. To complete this task, you will need to compare the data and identify any duplicate values or patterns. You may encounter challenges such as large data sets or complex data structures. To overcome these challenges, you can utilize data deduplication techniques or consult with data experts. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the duplicate data identified in the data set <\/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> Select the methods used for duplicate data identification <\/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      Exact match comparison \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      Rule-based matching \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      Record linkage \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 profiling \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"removal-of-duplicate-data\"> \n <h2>Removal of Duplicate Data<\/h2>\n <div class=\"text-content\">\n   This task involves removing the duplicate data identified in the previous task. By removing duplicate data, you can ensure data integrity and avoid duplication. The impact of this task is improving the accuracy and efficiency of the data assessment. The desired result is a data set without duplicate records. To complete this task, you will need to apply appropriate deduplication techniques to eliminate duplicate values or patterns. You may encounter challenges such as data complexity or conflicting information sources. To address these challenges, you can consult with data experts or utilize data deduplication tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the deduplication techniques used to remove duplicate data <\/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> Select the methods used for duplicate data removal <\/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      Exact match removal \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 removal \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      Rule-based removal \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      Record linkage removal \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 profiling removal \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"assess-the-quality-of-data\"> \n <h2>Assess the quality of data<\/h2>\n <div class=\"text-content\">\n   This task involves assessing the quality of the data based on predefined quality criteria or metrics. By assessing the data quality, you can determine its accuracy, completeness, consistency, and other relevant factors. The impact of this task is evaluating the suitability of the data for further analysis or decision-making. The desired result is a data quality assessment report. To complete this task, you will need to define the quality criteria or metrics and apply them to the data. You may encounter challenges such as subjective assessment or limited availability of benchmarks. To overcome these challenges, you can consult with domain experts or utilize data quality assessment tools. \n <\/div> \n <div class=\"textarea-field-content form-field-content\"> \n  <div class=\"form-group\"> <label> Describe the quality criteria or metrics used for data assessment <\/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> What is the overall data quality rating? <\/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      Excellent \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      Good \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      Fair \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      Poor \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      Unusable \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section> \n<section id=\"approval-data-quality-assessment\"> \n <h2>Approval: Data Quality Assessment<\/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\">Assess the quality of 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=\"document-the-data-quality-assessment-results\"> \n <h2>Document the data quality assessment results<\/h2>\n <div class=\"text-content\">\n   This task involves documenting the results of the data quality assessment. By documenting the results, you can communicate the findings and recommendations to relevant stakeholders. The impact of this task is ensuring transparency and accountability in the data assessment process. The desired result is a comprehensive data quality assessment report. To complete this task, you will need to organize and present the assessment results in a clear and concise manner. You may encounter challenges such as complex data visualizations or data interpretation. To address these challenges, you can utilize data reporting tools or seek assistance from data communication experts. \n <\/div> \n <div class=\"multi-choice-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the data quality issues identified <\/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 inconsistency \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 incompleteness \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 inaccuracy \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 duplication \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 formatting issues \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n <div class=\"multi-select-content form-field-content\"> \n  <div class=\"form-group\"> <label> Select the recommended actions based on assessment results <\/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 cleaning \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 validation \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 transformation \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 governance \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 training \n    <\/div> <\/li> \n  <\/ul> \n <\/div> \n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Identify the data sources This task involves identifying the various sources from which data is collected. It plays a crucial role in ensuring that all relevant data is included in the assessment. By identifying the data sources, you can determine the scope and accuracy of the assessment. The desired result is a comprehensive list of [&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":"rFCj4ZP36mppb8JNZ7ZCJw","task_0":"Identify the data sources","task_slug_0":"identify-the-data-sources","task_1":"Determine the data gathering method","task_slug_1":"determine-the-data-gathering-method","task_2":"Perform initial data gathering","task_slug_2":"perform-initial-data-gathering","task_3":"Review gathered data for initial issues","task_slug_3":"review-gathered-data-for-initial-issues","task_4":"Resolve initial data discrepancies","task_slug_4":"resolve-initial-data-discrepancies","task_5":"Standardize data formatting","task_slug_5":"standardize-data-formatting","task_6":"Discard irrelevant 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