Asad Raza.

TEST: Certificate in Introduction to Data Analysis

Unmudl TEST CC

TEST: Associate of Applied Science (AAS) in Data Analysis Fundamentals

Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields.

Analyze data to identify trends or relationships among variables.

Analyze data to inform operational decisions or activities.

Analyze data to identify or resolve operational problems.

Analyze business or financial data.

Determine appropriate methods for data analysis.

Develop scientific or mathematical models.

Test Course - 31 August 2025

Manufacturing Introductory

All Unmudl Originals

Manufacturing Engineer

Read technical information needed to perform maintenance or repairs.

Review technical documents to plan work.

Read work orders or descriptions of problems to determine repairs or modifications needed.

Investigate system, equipment, or product failures.

Observe equipment in operation to detect potential problems.

Test products for functionality or quality.

Test characteristics of materials or structures.

Knowledge of the practical application of engineering science and technology. This includes applying principles, techniques, procedures, and equipment to the design and production of various goods and services.

Engineering and Technology

Knowledge of machines and tools, including their designs, uses, repair, and maintenance.

Mechanical

Knowledge of design techniques, tools, and principles involved in production of precision technical plans, blueprints, drawings, and models.

Design

Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their applications.

Mathematics

Knowledge of the structure and content of the English language including the meaning and spelling of words, rules of composition, and grammar.

English Language

Knowledge of circuit boards, processors, chips, electronic equipment, and computer hardware and software, including applications and programming.

Computers and Electronics

Knowledge of raw materials, production processes, quality control, costs, and other techniques for maximizing the effective manufacture and distribution of goods.

Production and Processing

Knowledge and prediction of physical principles, laws, their interrelationships, and applications to understanding fluid, material, and atmospheric dynamics, and mechanical, electrical, atomic and sub-atomic structures and processes.

Physics

Knowledge of administrative and office procedures and systems such as word processing, managing files and records, stenography and transcription, designing forms, and workplace terminology.

Administrative

Knowledge of business and management principles involved in strategic planning, resource allocation, human resources modeling, leadership technique, production methods, and coordination of people and resources.

Administration and Management

Knowledge of principles and processes for providing customer and personal services. This includes customer needs assessment, meeting quality standards for services, and evaluation of customer satisfaction.

Customer and Personal Service

Knowledge of the chemical composition, structure, and properties of substances and of the chemical processes and transformations that they undergo. This includes uses of chemicals and their interactions, danger signs, production techniques, and disposal methods.

Chemistry

Knowledge of materials, methods, and the tools involved in the construction or repair of houses, buildings, or other structures such as highways and roads.

Building and Construction

Knowledge of relevant equipment, policies, procedures, and strategies to promote effective local, state, or national security operations for the protection of people, data, property, and institutions.

Public Safety and Security

Knowledge of principles and methods for curriculum and training design, teaching and instruction for individuals and groups, and the measurement of training effects.

Education and Training

Using scientific rules and methods to solve problems.

Science

Performing routine maintenance on equipment and determining when and what kind of maintenance is needed.

Equipment Maintenance

Repairing machines or systems using the needed tools.

Repairing

Giving full attention to what other people are saying, taking time to understand the points being made, asking questions as appropriate, and not interrupting at inappropriate times.

Active Listening

Using logic and reasoning to identify the strengths and weaknesses of alternative solutions, conclusions, or approaches to problems.

Critical Thinking

Understanding written sentences and paragraphs in work-related documents.

Reading Comprehension

Analyzing needs and product requirements to create a design.

Operations Analysis

Manufacturing Introductory Course

Computer/Information Technology Services Administration and Management

Georgia Northwestern Technical College

TEST

Review blueprints or specifications to determine work requirements.

Monitor construction operations.

Monitor the security of digital information.

Evaluate construction projects to determine compliance with external standards or regulations.

Inspect work sites to identify potential environmental or safety hazards.

Evaluate projects to determine compliance with technical specifications.

Inspect plumbing systems or fixtures.

Knowledge of laws, legal codes, court procedures, precedents, government regulations, executive orders, agency rules, and the democratic political process.

Law and Government

Knowledge of principles and methods for describing the features of land, sea, and air masses, including their physical characteristics, locations, interrelationships, and distribution of plant, animal, and human life.

Geography

Knowledge of transmission, broadcasting, switching, control, and operation of telecommunications systems.

Telecommunications

Knowledge of media production, communication, and dissemination techniques and methods. This includes alternative ways to inform and entertain via written, oral, and visual media.

Communications and Media

Test

Writing computer programs for various purposes.

Programming

Talking to others to convey information effectively.

Speaking

Conducting tests and inspections of products, services, or processes to evaluate quality or performance.

Quality Control Analysis

Identifying complex problems and reviewing related information to develop and evaluate options and implement solutions.

Complex Problem Solving

Level 1 & 2 Mechanical Technician Training Program

Test performance of electrical, electronic, mechanical, or integrated systems or equipment.

Evaluate characteristics of equipment or systems.

Determine causes of operational problems or failures.

Assemble equipment or components.

Calibrate scientific or technical equipment.

Program robotic equipment.

Maintain electromechanical equipment.

Knowledge of the structure and content of the English language including the meaning and spelling of words, and rules of composition and grammar.

Determining causes of operating errors and deciding what to do about it.

Troubleshooting

Robotics Technician

Cohort 1

Test Certificate

Unmudl Test CC

Test Degree

Estimate operational costs.

Implement design or process improvements.

Design industrial processing systems.

Design industrial equipment.

Considering the relative costs and benefits of potential actions to choose the most appropriate one.

Judgment and Decision Making

Test Course - 19 Jun 2025

Test College's User

Test Cohort - 11 Sep

In Unmudl's vision of the future, the high cost, rigidity, and uncertain reward of pursuing higher education would be replaced with an economical, transparent, infinitely adjustable sequence of lifelong learning stints in which the employer, college, and learner are in constant communication about current needs, and the system can respond quickly to each.
This is an updated TEST description.