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Labelling Jobs in Columbus, OH (NOW HIRING)

... labeling, and related electronics manufacturing work at our Westerville, OH facility. This role is responsible for assembling, inspecting, cleaning, modifying, and reworking printed circuit board ...

... labeling, and related electronics manufacturing work at our Westerville, OH facility. This role is responsible for assembling, inspecting, cleaning, modifying, and reworking printed circuit board ...

Apply shipping labels and documentation accurately. * Ensure packages are properly sealed and protected to prevent damage in transit. 2. Quality Assurance * Inspect products and packaging for defects ...

Apply shipping labels and documentation accurately. * Ensure packages are properly sealed and protected to prevent damage in transit. 2. Quality Assurance * Inspect products and packaging for defects ...

Apply shipping labels and documentation accurately. * Ensure packages are properly sealed and protected to prevent damage in transit. 2. Quality Assurance * Inspect products and packaging for defects ...

Stockroom Personnel

Columbus, OH · On-site

$16.25 - $19.25/hr

Stock inventory on shelves using a scanning device and printing labels for new or repaired items. * Keeps inventory stockroom areas clean and organized * Stocking the shipping materials, boxes ...

Stockroom Personnel

Columbus, OH · On-site

$16.25 - $19.25/hr

Stock inventory on shelves using a scanning device and printing labels for new or repaired items. * Keeps inventory stockroom areas clean and organized * Stocking the shipping materials, boxes ...

Stockroom Personnel

Columbus, OH · On-site

$15.50 - $19/hr

Stock inventory on shelves using a scanning device and printing labels for new or repaired items. * Keeps inventory stockroom areas clean and organized * Stocking the shipping materials, boxes ...

Stockroom Personnel

Columbus, OH · On-site

$16.25 - $19.25/hr

Stock inventory on shelves using a scanning device and printing labels for new or repaired items. * Keeps inventory stockroom areas clean and organized * Stocking the shipping materials, boxes ...

Showing results 21-40

Labelling information

See Columbus, OH salary details

$10

$16

$21

How much do labelling jobs pay per hour?

As of Sep 6, 2026, the average hourly pay for labelling in Columbus, OH is $16.72, according to ZipRecruiter salary data. Most workers in this role earn between $14.86 and $18.12 per hour, depending on experience, location, and employer.

What is a labelling job?

Labelling jobs involve identifying and tagging data—such as images, text, audio, or video—with relevant information or categories. This process is essential for training machine learning models, as the labelled data is used to teach algorithms how to recognize patterns and make accurate predictions. Labelling tasks can range from simple image annotation to more complex tasks like transcribing audio or categorizing content. Often, these positions are remote and may be offered by companies building AI systems or data platforms. Attention to detail and the ability to follow guidelines are important skills for labelling jobs.

What skills and qualifications are needed to thrive as a labelling specialist?

To thrive as a Labelling Specialist, you need attention to detail, knowledge of regulatory requirements, and often a background in science or quality assurance. Familiarity with labelling software, document management systems, and regulatory databases is typically required, along with certifications like RAC (Regulatory Affairs Certification) being advantageous. Strong organizational skills, effective communication, and the ability to work cross-functionally are important soft skills for this position. These skills ensure accurate, compliant, and timely product labelling, which is critical for regulatory approval and market success.

What are common challenges faced in a labelling role, and how can they be overcome?

A common challenge in labelling roles is maintaining accuracy and consistency, especially when handling large volumes of products or data. Attention to detail is crucial, as errors can affect compliance, safety, or downstream processes. To overcome these challenges, organizations often implement quality checks, clear guidelines, and ongoing training. Regular communication with supervisors and team members also helps clarify expectations and quickly resolve any uncertainties.

What is the difference between Labelling vs Packaging Operator?

AspectLabellingPackaging Operator
Required credentialsTypically no formal certifications, but attention to detail is essentialMay require safety training or certifications related to machinery
Work environmentIndoor, detail-oriented, quality control settingIndoor, active environment operating packaging machinery
Employer and industry usageManufacturing, food, pharmaceuticals, consumer goodsManufacturing, food, pharmaceuticals, consumer goods
Common search and comparison intentUnderstanding labeling roles and responsibilitiesUnderstanding packaging processes and machinery operation

Labelling involves applying labels to products or packaging, focusing on accuracy and compliance. Packaging Operators handle machinery to package products, ensuring efficiency and safety. While both roles are integral to manufacturing, labelling emphasizes detail and quality control, whereas packaging operators focus on operational efficiency and machinery handling.

Is data labeling a good career?

Data labeling is a growing entry-level job in the tech industry that involves annotating data for machine learning models. It typically requires attention to detail and basic computer skills, and can offer flexible schedules, but often offers low to moderate pay and limited advancement opportunities.
Infographic showing various Labelling job openings in Columbus, OH as of August 2026, with employment types broken down into 72% Full Time, 24% Part Time, 3% Contract, and 1% Nights. Highlights an 97% Physical, 1% Hybrid, and 2% Remote job distribution, with an average salary of $34,777 per year, or $16.7 per hour.

Blowmold Production Leadperson - 3rd Shift

G&J Pepsi-Cola Bottlers, Inc.

Columbus, OH • On-site

$28.65/hr

Full-time

Medical, Dental, Vision, Retirement, PTO

Re-posted 7 days ago


Key responsibilities

  • Lead and direct a small team to achieve daily production objectives for safety, efficiency, and quality.

  • Operate blow mold facility equipment and perform equipment changeovers according to established standards.

  • Perform quality checks on finished goods and raw materials, and troubleshoot manufacturing equipment to ensure high efficiency and reduce downtime.


G&J Pepsi rating

5.9

Company rating: 5.9 out of 10

Based on 15 frontline employees who took The Breakroom Quiz

349th of 445 rated food and drinks producers


Job description

Blowmold Leadperson
Build your future with G&J Pepsi. Our Blowmold Lead earns $28.65 per hour (as well as a $0.35 shift differential) and receive competitive benefits, such as:
  • 401K Matching
  • Pension Plan
  • Weekly Pay
  • Paid Time Off
  • Medical, Dental, Vision, and supplemental insurance benefits

Schedule: 3rd Shift - 6:30 pm - 7:00 am (12 Hour Shift), 2-2-3 Schedule
Position Summary
To serve our internal customers by ensuring that Blow Mold facility machines are set up and operated according to established company standards to achieve key performance indicators and to ensure that all warehouse goods (e.g. finished goods, raw materials) are loaded, unloaded and stored accurately and safely according to established company standards.
Essential Functions
  • Communicates, leads by example and provides direction to a small team in order to achieve daily production objectives for safety, efficiency and quality.
  • Works cross departmentally with maintenance and transportation.
  • Assists with troubleshooting equipment including HMI machine control.
  • Operates blow mold facility equipment (e.g. blowmolder, labeler, palletizer, conveyor, airveyor, wrapper) according to established company standards to ensure highest level of quality and efficiency; performs equipment changeovers and ensures machines are set for correct specifications (e.g. package, flavor and mold size) and ensures the removal and proper return of materials and fulfillment of next flavor/package requirements; wraps and tags pallets according to established standards.
  • Monitors label splicing; assists in label inventory management and performs double checks on all raw materials and finished goods.
  • Performs quality checks (e.g. burst, expansion, top load, section weights and finished goods visual inspections) and follows up to correct quality issues according to established standards; performs label application inspections performing tear-offs to ensure proper adhesion.
  • Unloads incoming goods (e.g. preforms, labels) from delivery trucks and trailers to storage area in the Warehouse and provides raw materials to the production line (e.g. preforms, labels); moves and loads finished goods according to established standards (e.g. goods being loaded, unloaded and stored safely, FIFO guidelines observed); ensures outbound loads are accurate and that preform and pallet dunnage is managed according to established guidelines.
  • Troubleshoots manufacturing equipment to include the blowmolder, labelers, airveyor and palletizing equipment; evaluates equipment performance and anticipates issues to facilitate high efficiency and reduce downtime.
  • Maintains cleanliness of work area (e.g. ensures labeler is clean, checks glue flow, vacuum drums, fills glue pot, cleans labeler parts on carts); recycles all materials, empties bins appropriately and refeeds bottles when possible to reduce scrap and ensures that preform dunnage is managed and loaded according to standards for return; works as needed to clean equipment, production areas, labelers, blow molders and airveyor.
  • Supports others in the department as directed by management (e.g. cross training in other positions to cover for lunches, vacations and other team member's absences from work, performing routine maintenance tasks and assisting on equipment repairs and rebuilds).
  • Communicates with co-workers and supervisor verbally regarding the status of work activities (e.g. critical work issues, quality, performance, raw materials, schedule and sanitation) and other information; supervisor regarding questions or issues with daily assignments.
  • Completes quality checks, time off requests and other required paperwork according to established standards.
  • Adheres to all company policies, standards and procedures (e.g. OSHA and safety requirements, AIB and Pepsi standards, Federal/State/Local laws); wears all required personal protective equipment.
  • Works assigned schedule, exhibits regular and predictable attendance and works overtime as needed to meet workload demands. Performs other related duties as required.

Education
High School or GED required
Experience
1 - 3 years of machine operator experience in food/beverage/pharmaceutical manufacturing required. Previous quality control experience strongly preferred.
Other Requirements
Knowledge of: warehouse/food distribution environment; beverage industry.
Must be able to work around moving equipment (e.g. forklifts, pallet jacks), and in a loud noise environment, have basic computer skills in Microsoft Word and Excel. Ability to work independently, quickly and efficiently; communicate effectively with other employees and develop good working relationships; adapt to change; read and write; perform basic math functions (e.g. addition, subtraction); obtain a forklift license; operate a forklift, and other mechanical equipment. Other functions, skills and abilities may also apply. Operate Powered Industrial Trucks (PIT), including forklifts, in compliance with safety standards and company procedures.

What G&J Pepsi employees say

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