SmartPayroll/SmartMap_Case.html at main · KannaKim/SmartPayroll · GitHub

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</script><title>SmartMap_Case</title><link rel="shortcut icon" href="https://ssl.gstatic.com/docs/documents/images/kix-favicon-2023q4.ico"><meta name="referrer" content="strict-origin-when-cross-origin"><script nonce="KUrZ7mYzw0z5M8LFWmmPSw">
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class="c33 doc-content"><p class="c29 title"><span class="c19 c38">SmartMap: Intelligent Data Import Engine</span></p><h1 class="c25"><span class="c3">Context</span></h1><p class="c13"><span class="c1">Workforce management platforms support hundreds of clients, each with different internal systems, naming conventions, and file formats.</span></p><p class="c13"><span class="c1">A common task is importing employee hours into a central pay management system. Today, clients must reformat their data to match a rigid import template. While functional, this creates unnecessary friction.</span></p><ul class="c24 lst-kix_list_1-0 start"><li class="c18 li-bullet-0"><span class="c1">Clients spend time reshaping files</span></li><li class="c18 li-bullet-0"><span class="c1">Import errors are common</span></li><li class="c31 li-bullet-0"><span class="c1">Onboarding new clients takes longer</span></li></ul><h1 class="c25" id="h.821z5qz37ac5"><span class="c36">Goals</span></h1><ul class="c24 lst-kix_o3u3kzv28q4t-0 start"><li class="c30 li-bullet-0"><span class="c1">Remove the fixed-template dependency</span></li><li class="c30 li-bullet-0"><span class="c19">Make imports intelligent, flexible, and user-controlled</span></li></ul><h2 class="c28"><span class="c3">Key Concepts</span></h2><p class="c7"><span class="c2">Pay Period</span><span class="c26">:</span><span class="c19"> </span><span class="c32 c19">A date range for which employee hours are recorded and paid. </span></p><p class="c7 c15"><span class="c32 c19">Example: July 1 to July 15.</span></p><p class="c7"><span class="c2">Employee ID:</span><span class="c26"> </span><span class="c32 c19">A unique employee identifier within a company. </span></p><p class="c7 c15"><span class="c32 c19">This is the primary key for matching imported records.</span></p><p class="c7"><span class="c2">Pay Code:</span><span class="c19"> </span><span class="c32 c19">A label describing the type of hours being reported. </span></p><p class="c7 c15"><span class="c32 c19">Examples: Regular, Overtime, Vacation, Sick, Statutory Holiday.</span></p><p class="c7"><span class="c2">Cost Center:</span><span class="c19"> </span><span class="c32 c19">An internal code used to assign hours to a department, project, or business unit. </span></p><p class="c7 c15"><span class="c32 c19">Example: FIN-001.</span></p><p class="c7"><span class="c2">Regular Hours</span><span class="c26">:</span><span class="c19"> </span><span class="c19 c32">Standard working hours within a normal day or week, often up to 8 hours per day or 40 hours per week.</span></p><p class="c7"><span class="c2">Overtime Hours:</span><span class="c26"> </span><span class="c32 c19">Hours worked beyond the regular threshold and typically paid at a higher rate.</span></p><p class="c7"><span class="c2">Rate Override:</span><span class="c19"> </span><span class="c32 c19">An optional hourly rate applied to a record instead of the employee’s default rate.</span></p><h1 class="c25"><span class="c3">Target Schema</span></h1><p class="c13"><span class="c1">The import engine should map client source columns to the following destination fields:</span></p><table class="c14"><tr class="c8"><td class="c4 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Field Name</span></p></td><td class="c4 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Type</span></p></td><td class="c4 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Required</span></p></td><td class="c4 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Description</span></p></td><td class="c4 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Example</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">employee_id</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">String</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Unique employee identifier</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-1042</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">pay_period_start</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Date</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Start date of the pay period</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">pay_period_end</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Date</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">End date of the pay period</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">work_date</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Date</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Date the hours were worked</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-03</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">pay_code</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">String</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Type of hours</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">REG</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">hours</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Decimal</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Yes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Number of hours to import</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">7.5</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">cost_center</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">String</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">No</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Department or project code</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">FIN-001</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">rate_override</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Decimal</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">No</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Optional hourly rate override</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">22.50</span></p></td></tr><tr class="c8"><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c22">notes</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">String</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">No</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Free-text comments</span></p></td><td class="c4" colspan="1" rowspan="1"><p class="c0"><span class="c1">Approved by manager</span></p></td></tr></table><h1 class="c25"><span class="c3">Validation Rules</span></h1><ul class="c24 lst-kix_list_1-0"><li class="c18 li-bullet-0"><span class="c36 c39">hours</span><span class="c1"> must be greater than 0 and no more than 24 per record</span></li><li class="c18 li-bullet-0"><span class="c10">work_date</span><span class="c1"> must fall within </span><span class="c10">pay_period_start</span><span class="c1"> and </span><span class="c10">pay_period_end</span></li><li class="c18 li-bullet-0"><span class="c10">pay_period_end</span><span class="c1"> must be after </span><span class="c10">pay_period_start</span></li><li class="c18 li-bullet-0"><span class="c10">employee_id</span><span class="c1"> must not be blank</span></li><li class="c18 li-bullet-0"><span class="c10">pay_code</span><span class="c1"> must be one of: </span><span class="c20">REG, OT, VAC, SICK, STAT</span></li><li class="c18 li-bullet-0"><span class="c10">rate_override</span><span class="c1">, if provided, must be a positive number</span></li><li class="c31 li-bullet-0"><span class="c1">Duplicate records with the same </span><span class="c10">employee_id</span><span class="c1">, </span><span class="c10">work_date</span><span class="c1">, and </span><span class="c10">pay_code</span><span class="c1"> should be flagged as warnings</span></li></ul><h1 class="c25"><span class="c3">Sample Input Files</span></h1><p class="c13"><span class="c1">Use the following examples to shape your mapping and validation design.</span></p><h2 class="c28"><span class="c16">File A: Clean and Close Match</span></h2><p class="c13"><span class="c1">Columns closely resemble the target schema. Minimal mapping effort is required.</span></p><table class="c14"><tr class="c8"><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Emp ID</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Start Date</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">End Date</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Work Date</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Pay Code</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Hours</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Department</span></p></td></tr><tr class="c8"><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-1042</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-03</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">REG</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">8</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">FIN-001</span></p></td></tr><tr class="c8"><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-1042</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-04</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">OT</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2.5</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">FIN-001</span></p></td></tr></table><p class="c9"><span class="c1"></span></p><h2 class="c28"><span class="c16">File B: Ambiguous Naming</span></h2><p class="c13"><span class="c1">Column names are less obvious and require inference.</span></p><table class="c14"><tr class="c8"><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Badge #</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Period From</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Period To</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Date Worked</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Type</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Hrs</span></p></td><td class="c17 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Notes</span></p></td></tr><tr class="c8"><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">1042</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">01/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">15/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">03/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">Regular</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">8</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">-</span></p></td></tr><tr class="c8"><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">1042</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">01/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">15/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">04/07/2024</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">Overtime</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">2.5</span></p></td><td class="c17" colspan="1" rowspan="1"><p class="c0"><span class="c1">Approved</span></p></td></tr></table><p class="c9"><span class="c1"></span></p><h2 class="c28"><span class="c16">File C: Messy and Incomplete</span></h2><p class="c13"><span class="c1">Contains missing values, an unrecognized pay code, a duplicate record, and a date outside the pay period.</span></p><table class="c14"><tr class="c8"><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Employee Number</span></p></td><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Pay From</span></p></td><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Pay To</span></p></td><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Shift Date</span></p></td><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Hours Type</span></p></td><td class="c12 c21" colspan="1" rowspan="1"><p class="c0"><span class="c1">Total Hours</span></p></td></tr><tr class="c8"><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-2201</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-10</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">REG</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">7</span></p></td></tr><tr class="c8"><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-2201</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-10</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">REG</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">7</span></p></td></tr><tr class="c8"><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">EMP-2201</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-20</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">REG</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">6</span></p></td></tr><tr class="c8"><td class="c12" colspan="1" rowspan="1"><p class="c0 c27"><span class="c1"></span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-01</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-15</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">2024-07-11</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">BONUS</span></p></td><td class="c12" colspan="1" rowspan="1"><p class="c0"><span class="c1">3</span></p></td></tr></table><p class="c9"><span class="c1"></span></p><h1 class="c25"><span class="c3">Happy Path Example</span></h1><ol class="c24 lst-kix_list_5-0 start" start="1"><li class="c18 li-bullet-0"><span class="c20">User uploads a file: </span><span class="c1">The user uploads a CSV or spreadsheet.</span></li><li class="c18 li-bullet-0"><span class="c20">System analyzes the file:</span><span class="c1"> </span><span class="c1">The system reads column headers and sample data, then proposes mappings to the target schema.</span></li><li class="c18 li-bullet-0"><span class="c20">User reviews the mapping:</span><span class="c1"> </span><span class="c1">The system maps fields such as Badge # to </span><span class="c22">employee_id</span><span class="c1"> and Hrs to hours.</span></li><li class="c18 li-bullet-0"><span class="c20">User overrides one mapping: </span><span class="c1">The system incorrectly maps Type to notes. The user changes it to </span><span class="c22">pay_code</span><span class="c1">.</span></li><li class="c18 li-bullet-0"><span class="c20">Validation runs:</span><span class="c1"> </span><span class="c1">The system validates all records and flags one record with hours greater than 24. The user chooses to skip it.</span></li><li class="c18 li-bullet-0"><span class="c20">User confirms the import: </span><span class="c1">The user confirms after reviewing mappings and validation results.</span></li><li class="c31 li-bullet-0"><span class="c20">Import completes: </span><span class="c1">The system displays a summary: 23 records imported, 1 record skipped.</span></li></ol><h1 class="c25"><span class="c36">What You Need to Design</span></h1><h2 class="c28"><span class="c16">1. System Architecture</span></h2><p class="c13"><span class="c1">Describe the overall system and its major components, such as file ingestion, mapping engine, validation service, and data store. Explain how they interact.</span></p><h2 class="c28" id="h.rspg9ispjnej"><span class="c16">2. User Interface</span></h2><p class="c13"><span class="c19">Prototype a user interface for your system design. Explain the intention behind the design choices made for the interface and how it can further support the proposed system in addressing the clients’ needs.</span></p><h2 class="c28"><span class="c16">3. Field Detection and Mapping Logic</span></h2><p class="c13"><span class="c1">Explain how the system analyzes uploaded files and proposes mappings to the target schema. Consider rule-based logic, statistical methods, AI or ML approaches, or hybrids. Describe how ambiguous or unfamiliar column names are handled.</span></p><h2 class="c28"><span class="c16">4. Mapping Review and Override Experience</span></h2><p class="c13"><span class="c1">Describe the user interface for reviewing and editing proposed mappings, including how mappings are displayed, how overrides are captured, where they are stored, and how finalized mappings are applied.</span></p><h2 class="c28"><span class="c16">5. Validation and Error Handling</span></h2><p class="c13"><span class="c1">Explain where and how business rules are enforced. Describe how issues are surfaced, how warnings differ from blocking errors, and what options users have to fix, skip, or accept records.</span></p><h2 class="c28"><span class="c16">6. Import Execution and Confirmation</span></h2><p class="c13"><span class="c1">Explain how the finalized mapping is applied to the uploaded data, what happens to records that fail validation, and how results are communicated.</span></p><h1 class="c25"><span class="c36">Evaluation Criteria</span></h1><table class="c14"><tr class="c8"><td class="c11 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Criteria</span></p></td><td class="c11 c23" colspan="1" rowspan="1"><p class="c0"><span class="c1">Weight</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Case Coverage</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">20%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Presentation “Pitch”</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">20%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Technical Details</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">20%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Solution Creativity</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">15%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">User Interface Flow &amp; Design</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">15%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Visual Style</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">5%</span></p></td></tr><tr class="c8"><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">Overall Polish</span></p></td><td class="c11" colspan="1" rowspan="1"><p class="c0"><span class="c1">5%</span></p></td></tr></table><p class="c27 c34"><span class="c1"></span></p><h1 class="c25"><span class="c3">Bonus Challenges</span></h1><ul class="c24 lst-kix_list_1-0"><li class="c18 li-bullet-0"><span class="c20">Persistent mapping preferences:</span><span class="c1"> </span><span class="c1">How the system learns from past user corrections for the same client</span></li><li class="c18 li-bullet-0"><span class="c20">Multi-sheet or multi-file support: </span><span class="c1">How uploads spanning multiple tabs or files are handled</span></li><li class="c18 li-bullet-0"><span class="c20">Confidence scoring:</span><span class="c1"> </span><span class="c1">How mapping confidence is calculated and shown to the user</span></li><li class="c6 li-bullet-0"><span class="c20">Scalability:</span><span class="c1"> </span><span class="c1">How the design supports thousands of concurrent enterprise imports</span></li></ul></div></div><script nonce="KUrZ7mYzw0z5M8LFWmmPSw">function _F_toggles_initialize(a){(typeof globalThis!=="undefined"?globalThis:typeof self!=="undefined"?self:this)._F_toggles=a||[]}_F_toggles_initialize([]);
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