Information Technology
Data Entry Clerk
Last updated
Data Entry Clerks input, verify, and update information in computer systems and databases with speed and accuracy. Working from source documents, scanned records, or verbal instructions, they maintain the data integrity that businesses rely on for reporting, operations, and compliance—serving as the primary steward of information accuracy in data-dependent workflows.
Role at a glance
- Typical education
- High school diploma or GED; Associate degree preferred
- Typical experience
- No prior experience required
- Key certifications
- None typically required
- Top employer types
- Healthcare, logistics, legal, government, small to mid-sized businesses
- Growth outlook
- 18% decline through 2030 (BLS)
- AI impact (through 2030)
- High displacement risk — ongoing automation of structured, repetitive tasks through OCR, RPA, and AI document processing tools is projected to reduce headcount.
Duties and responsibilities
- Enter data from paper forms, digital documents, and other source materials into company databases and software systems accurately
- Verify entered information by reviewing completed work and cross-checking against source documents to catch and correct errors
- Maintain and update existing records as information changes, ensuring databases reflect current and accurate information
- Perform quality control reviews of data batches by comparing entries against source documents and flagging discrepancies
- Retrieve and compile data from computer systems to produce reports and respond to information requests
- Organize and file source documents—paper and digital—following established records management procedures
- Communicate with other departments to resolve data discrepancies, obtain missing information, and confirm entry requirements
- Follow data governance policies including confidentiality requirements and access control procedures for sensitive information
- Maintain productivity standards for daily entry volume while meeting accuracy thresholds required by the organization
- Report system issues, entry anomalies, or data quality patterns to supervisors for escalation or process review
Overview
A Data Entry Clerk is responsible for the accuracy of the information that flows into an organization's systems—databases, spreadsheets, customer records, financial systems, and operational platforms. The work sounds straightforward, but the consequences of doing it poorly are significant: a miskeyed account number delays a payment, an incorrect address sends a shipment to the wrong location, a wrong date on a medical record creates a compliance risk.
The fundamental tasks are consistent: receive source information—paper forms, digital files, emails, or verbal direction—interpret it correctly, enter it into the designated system, and verify accuracy before moving on. The volume and format of that information varies widely by employer. A healthcare data entry clerk might process 200 patient intake forms per day, each requiring careful attention to names, dates of birth, insurance IDs, and diagnosis codes that all have specific formatting requirements. A logistics data entry clerk might enter shipment details—origins, destinations, weights, item counts—from carrier invoices into a transportation management system.
Data quality checking is as important as initial entry. Batch verification—comparing a completed set of entries against source documents, catching transpositions (12 entered as 21), wrong field entries, and missing information—is standard practice at organizations that care about data integrity. Clerks who catch their own errors before submission are significantly more valuable than those who submit errors and wait for them to surface later.
In many organizations, data entry clerks also handle records management—scanning and filing paper documents in digital archives, maintaining folder structures, and responding to requests for historical records. This work requires organizational skill and familiarity with file naming and version control conventions.
The interpersonal dimension of the role is modest but real. When source documents are incomplete or ambiguous—a form where a field is blank, a scanned document where a number is unclear—the clerk needs to resolve the ambiguity rather than guess. That might mean calling the submitter, flagging the record for supervisor review, or applying a documented protocol for common gap patterns.
Qualifications
Education:
- High school diploma or GED (required for virtually all roles)
- Associate degree in business administration, health information management, or office technology preferred at some organizations
- Vocational or community college certificate programs in administrative technology or medical billing accepted at many employers
Technical skills:
- Typing speed: 40–60 WPM minimum; 60–80 WPM competitive for production roles
- Microsoft Excel: data entry, basic formulas, sorting and filtering, pivot tables for more advanced roles
- Microsoft Word and Outlook: routine office correspondence and communication
- Database software: Microsoft Access, or industry-specific systems (varies by sector)
- Document management: PDF tools (Adobe Acrobat Reader, scanning software), digital filing systems
Industry-specific skills:
- Healthcare: medical terminology, ICD-10 coding basics, EHR platforms (Epic, Cerner, Athenahealth)
- Financial/Insurance: familiarity with policy or account number formats, claims coding basics
- Logistics/Supply chain: understanding of shipping terms, ERP navigation (SAP, Oracle basics)
Personal characteristics:
- Accuracy under volume pressure — speed matters less than maintaining quality consistently
- Concentration for sustained periods — data entry requires focus that doesn't degrade across a full shift
- Procedural compliance — following established entry formats and validation protocols without improvising
- Discretion — many data entry roles involve confidential personal, financial, or medical information
Career outlook
The Bureau of Labor Statistics projects employment for data entry keyers to decline approximately 18% through 2030, reflecting ongoing automation of structured, repetitive data entry work through OCR, RPA, and AI document processing tools.
That headline number deserves context. The decline applies most directly to roles involving highly standardized, high-volume entry of predictable document formats—the type of work most amenable to automation. Where source documents vary, where exceptions are common, where quality control requires judgment, and where data governance requires human accountability, human clerks remain necessary.
Sectors where data entry remains resilient include healthcare (complex clinical data, regulatory requirements, exception-heavy medical records), legal and government (court documents, case files, and regulatory submissions with formats that resist automation), and small and mid-sized businesses that haven't invested in automation systems. In these environments, skilled clerks who understand the domain and maintain strong accuracy records continue to find employment.
The more important lens for people in this role is career transition. Data entry builds concrete, transferable skills—database familiarity, procedural discipline, attention to detail—that support advancement into administrative coordinator, records manager, medical coder, and data quality analyst roles. Clerks who treat the role as an entry point and invest in developing adjacent skills fare much better long-term than those who remain static at entry-level data entry.
For job seekers, the data entry role is one of the most accessible entry points into office and technology careers. It requires fewer credentials and no prior experience compared to most white-collar positions, and it provides direct exposure to the information systems and business processes that determine how organizations operate. The career ceiling from this starting point is not the data entry clerk's salary—it's whatever the person develops the skills to do next.
Sample cover letter
Dear Hiring Manager,
I'm applying for the Data Entry Clerk position at [Company]. I've spent the past year working part-time in my college's registrar office while completing my associate degree, and I'm now looking for a full-time position where I can apply the data management and accuracy skills I've developed.
In the registrar's office, I processed student enrollment forms, grade change requests, and records update submissions—approximately 40–60 transactions per day during peak registration periods, declining to 15–20 during quieter terms. The most important part of the role was catching errors before they affected a student's academic record—wrong course numbers, mismatched student IDs, dates that didn't align with the academic calendar. I developed a personal verification habit of reading each entry back against the source document before submitting, which the supervisor told me noticeably reduced correction requests compared to previous student employees.
I type at 65 WPM with approximately 98% accuracy on standard tests. I'm comfortable in Microsoft Excel at an intermediate level—pivot tables, VLOOKUP, basic data formatting—and have used the university's enrollment management system daily for a year. I'm a fast learner with new software when given access and a bit of context.
I'm particularly interested in [Company]'s role because [specific reason—the industry, the opportunity to develop toward a more specialized function, etc.]. I'm available immediately and can work a standard Monday–Friday schedule.
Thank you for your consideration.
[Your Name]
Frequently asked questions
- What typing speed is expected for a Data Entry Clerk?
- Most employers list 40–60 words per minute (WPM) as acceptable; more competitive roles and those with numeric entry focus prefer 60–80 WPM with high accuracy. Numeric data entry speed is often measured in keystrokes per hour (KPH), with 8,000–10,000 KPH being a common benchmark for production roles. Accuracy matters as much as speed—an error rate above 2–3% creates rework that eliminates the productivity benefit of high volume.
- What software do Data Entry Clerks use most often?
- Microsoft Excel and Access are the most common across industries. Specialized database systems vary by industry: healthcare clerks use EHR platforms like Epic or Cerner; insurance clerks use claims management software; logistics clerks use ERP systems like SAP or Oracle. Basic Microsoft Office proficiency—particularly Excel—is required for virtually every data entry role. Familiarity with PDF editing and scanning software is common in document-heavy environments.
- Is this a remote-friendly role?
- Many data entry positions are available as remote or hybrid roles, since the work requires a computer, an internet connection, and access to the company's systems rather than physical presence. Government contractors and healthcare organizations often require in-office work due to data security requirements. Remote data entry roles are real but can be targets for employment scams—legitimate employers don't charge fees for equipment or ask for personal financial information before employment begins.
- How is automation affecting data entry clerk employment?
- Optical character recognition (OCR), robotic process automation (RPA), and AI document processing tools have automated a growing share of structured data entry work over the past decade. Roles involving repetitive, standardized input from predictable document formats are most vulnerable. Roles requiring judgment—resolving ambiguous information, handling irregular formats, managing exceptions—are more resilient. Clerks who develop skills in quality control, exception handling, and light database management reduce their exposure to automation displacement.
- What careers can data entry experience lead to?
- Administrative assistant, office coordinator, and records management specialist are common lateral moves that build on data entry foundations. For those interested in technology, database administrator, data analyst, and business operations roles are accessible with additional certifications and skill development. Healthcare data entry can lead to medical coding and billing roles that offer higher pay and specialized career paths. The data entry role builds transferable skills—attention to detail, database familiarity, process discipline—that apply across many administrative and operational functions.
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