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Annotation Judge Jobs in Tennessee (NOW HIRING)

Annotation Judge information

What is an Annotation Judge?

An Annotation Judge is a professional who evaluates the quality and accuracy of labeled data, such as text, images, or audio, which has been annotated for use in machine learning and artificial intelligence projects. Their main responsibility is to review, verify, and ensure that the data annotations meet specific guidelines and standards. Annotation Judges play a critical role in improving the reliability of training datasets, which directly impacts the performance of AI systems. They often work closely with data annotators, quality assurance teams, and project managers to maintain high data quality.

What are the key skills and qualifications needed to thrive as an Annotation Judge, and why are they important?

To thrive as an Annotation Judge, you need strong analytical skills, attention to detail, and subject matter expertise relevant to the data being evaluated, usually supported by a degree in a related field. Familiarity with annotation platforms, data labeling tools, and quality assurance systems is typically required. Excellent communication, impartiality, and critical thinking help you provide clear feedback and maintain high annotation standards. These skills are crucial to ensure data accuracy and consistency, which directly impact the performance of machine learning models.

What is the difference between Annotation Judge vs Data Annotator?

AspectAnnotation JudgeData Annotator
CredentialsTypically requires basic education, sometimes certification in data labelingUsually requires similar or less formal education, often on-the-job training
Work EnvironmentOffice or remote, working with data labeling platformsOffice or remote, performing data labeling tasks
Industry UsageUsed across AI, machine learning, and data science projectsCommon in AI, machine learning, and data preparation workflows
Search & Comparison IntentOften compared for roles involving data review and quality controlCompared for entry-level data labeling roles

The main difference between an Annotation Judge and a Data Annotator lies in their roles. Annotation Judges typically review and validate annotations made by Data Annotators, ensuring quality and accuracy. Data Annotators perform the initial labeling of data. Both roles are essential in AI data pipelines, with Annotation Judges focusing on quality control and Data Annotators on data preparation.

What are some common challenges faced by Annotation Judges, and how can they effectively overcome them?

Annotation Judges often face challenges such as maintaining impartiality, handling ambiguous or subjective data, and ensuring high consistency across large volumes of work. To overcome these, it’s essential to follow established guidelines closely, communicate regularly with team members for clarification, and participate in calibration sessions. Staying detail-oriented and seeking feedback can also help maintain accuracy and fairness in their assessments.
What are popular job titles related to Annotation Judge jobs in Tennessee? For Annotation Judge jobs in Tennessee, the most frequently searched job titles are:
What cities in Tennessee are hiring for Annotation Judge jobs? Cities in Tennessee with the most Annotation Judge job openings:

CAD Technician - DHI Engineering

D.R. Horton, Inc

Knoxville, TN

Full-time

Medical, Dental, Vision, Life, Retirement, PTO

Posted 13 days ago


D.R. Horton rating

7.5

Company rating: 7.5 out of 10

Based on 32 frontline employees who took The Breakroom Quiz

31st of 78 rated construction


Job description

D.R. Horton, Inc., the largest homebuilder in the U.S., was founded in 1978 and is a publicly traded company on the New York Stock Exchange. It is engaged in the construction and sale of high quality homes designed principally for the entry-level and first time move-up markets. The Company also provides mortgage financing and title services for homebuyers through its mortgage and title subsidiaries.  Please visit our website at www.drhorton.com for more information.


D.R. Horton, Inc. is currently looking for a CAD Technician. The right candidate will provide design and drafting support on a variety of engineering projects related to underground utility and pavement infrastructure for residential and commercial site developments.

Essential Duties and Responsibilities include the following. Other duties may be assigned.

  • Perform routine assignments that require judgment in resolving issues or making recommendations
  • Utilize Civil 3D program to perform accurate drafting and annotation of construction drawings and exhibits
  • Complete redline mark-up modifications of existing construction drawings as directed by Senior Designer or Project Manager
  • Produce topographical profiles, alignments, cross sections, surfaces, earthwork volume calculations, and grading plans with assistance from Senior Designer or Project Manager
  • Prepare quantity take-offs from conceptual drawings and final construction plans using Civil 3D program, as well as hand calculations
  • Work under guidance of engineers or senior designers to complete assigned work within budgeted timeframes
  • Conducts all business in a professional and ethical manner to serve customers and increase the goodwill and profit of the company
  • Ability to work overtime
  • Ability to travel overnight

Education and/or Experience

  • Associate degree or equivalent from a two-year college or technical school
  • Certification in CAD software (demonstrated experience without technical degree or certification may be considered)
  • Working knowledge of Autodesk Civil 3D user interface and workflows including label styles, alignments, profiles, pipe networks, and data shortcuts as well as basic AutoCAD drafting functions such as annotation, sheet set manager, and xrefs
  • Solid understanding of the latest Autodesk Civil 3D software user interface and workflows
  • Provide attention to detail and thoroughness in completing multi-step tasks
  • Attention to detail and thoroughness in completing various design and drafting tasks
  • Excellent teamwork and communication skills to work in a fast-paced environment and sense of urgency to meet deadlines.
  • Ability to apply common sense understanding to carry out instructions furnished in written oral form or via DRH applications
  • Proficiency with MS Office and email

 

Preferred Qualifications

  • 1-2 years of experience working with residential land development or commercial site projects is preferred
  • Previous experience preparing complete construction drawing plan sets related to land development projects is preferred
  • Experience working with Esri ArcGIS or Geospatial data is a plus
  • Willingness to learn and expand responsibilities

Come join a winning team with a Fortune 500 company! We are growing fast and are looking for enthusiastic attitudes and team players to join our success. We offer an excellent benefits package including:

  • Medical, Dental and Vision
  • 401(K)
  • Employee Stock Purchase Plan
  • Flex Spending Accounts
  • Life & Disability Insurance
  • Vacation, Sick, Personal Time and Company Holidays
  • Multiple Voluntary and Company provided Benefits

Build YOUR future with D.R. Horton, America’s Builder.  #WeBuildPeopleToo


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