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Iconma Interview Questions

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Let’s say that your company is running a standard control and variant AB test on a feature to increase conversion rates on the landing page. The PM checks the results and finds a .04 p-value.

How would you assess the validity of the result?

Experiment Validity

You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

What is a key disadvantage of the F-test when compared to multiple t-tests?

What is a key disadvantage of the F-test when compared to multiple t-tests?

Hundreds of Hypotheses

You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

Let’s say you work for a social media company that has just done a launch in a new city. Looking at weekly metrics, you see a slow decrease in the average number of comments per user from January to March in this city.

The company has been consistently growing new users in the city from January to March.

What are some reasons why the average number of comments per user would be decreasing and what metrics would you look into?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

Decreasing Comments

How would you investigate a decline in the average number of comments per user?

Iconma Salaries by Position

Our Client, a Retail And Corporate and Institutional Banking Solutions company, is looking for a Financial Reporting Analyst for their Denver ,CO location. Responsibilities: Prepare mutual fund shareholder annual and semi-annual reports. Prepares, edits, and maintains all financial reporting schedules such as Fund Financial Statement, Schedule of Investment and Tailored Shareholding Reporting. Help prepare other financial reporting deliverables Including SEC regulatory filings Form N-MFP, Form PF, Form CPO-PQR, Form 24f-2. Mutual funds Prospectus and SAI information. Researches and resolves moderately complex problems Support team in all aspects of the above deliverables. Develop and maintain procedures for all team deliverables. Requirements: Bachelor’s degree in Accounting or Finance required. Comprehensive accounting knowledge. Must be detail orientated and highly analytical. Experience in mutual fund accounting or reporting preferred. Ability to comprehend and utilize complex procedures with minimal guidance. Strong organizational and coordination skills. Ability to prioritize and manage multiple projects simultaneously Advanced Excel and Word knowledge, Outlook a plus. Excellent written and oral communication skills. FINRA Registrations Required: Not applicable Why Should You Apply? Health Benefits Referral Program Excellent growth and advancement opportunities As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Our Client, a Retail Company, is looking for Business Analyst (IT): IV (Lead) for their Grand Rapids, MI/Hybrid location Responsibilities: Requirements Gathering & Analysis: Partner with stakeholders to understand business goals, challenges, and opportunities. Translate business needs into detailed functional and non-functional requirements. Process Mapping: Analyze current business processes, identify inefficiencies, and recommend improvements to streamline workflows and enhance productivity. Solution Design: Work closely with the technical team to define system specifications, user stories, and acceptance criteria for new features and enhancements. Documentation: Create clear, concise, and comprehensive documentation for stakeholders and development teams, including user stories, process flows, and use cases. Collaboration: Engage with product managers, engineers, designers, and leadership to ensure seamless communication and delivery of high-quality solutions. Data-Driven Decision Making: Use data analysis to identify trends, pain points, and opportunities for growth. Help guide decision-making by providing insights based on data analysis. Testing & Quality Assurance: Assist with UAT (User Acceptance Testing) by creating test cases, helping execute tests, and ensuring the final product meets business requirements. Continuous Improvement: Stay ahead of industry trends, tools, and technologies to bring new ideas and best practices to the team. Actively contribute to the development of business analysis methodologies. Requirements We're seeking someone who not only has a solid technical foundation but also a passion for solving problems and making a real impact. If you have the following skills and experiences, we want to hear from you! Strong Analytical Mindset: You think critically, break down complex problems, and enjoy working with both technical and non-technical teams. Technical Expertise: Experience with business analysis tools, process modeling software, and Agile methodologies (Scrum/Kanban). You don't need to be a coder, but you need to be comfortable working alongside developers and understanding technical concepts. Requirements Gathering: You have a knack for asking the right questions to understand the "why" behind every project and turn that into clear, actionable requirements. Business Process Mapping: You're a pro at identifying inefficiencies in business processes and creating streamlined solutions to enhance productivity. Communication Skills: You're able to communicate complex technical concepts in a simple, approachable way to various stakeholders. Detail-Oriented: No detail is too small for you catch the little things that others might miss, ensuring everything is covered and well-documented. Data-Driven: You know how to pull insights from data and use them to influence business decisions, optimize solutions, and track success. Agile Familiarity: You're comfortable working in an Agile environment, whether it's with Scrum, Kanban, or other Agile frameworks. Tech-Savvy: Familiarity with SQL, Jira, ADO or other business analysis tools is a plus!Non-Negotiables/Requirements: The ideal candidate for this role has 5-10+ years of relevant work experience. Leaning towards the latter with only exceptional talents on the lower in end of this time requirement spectrum. This position will serve as the primary liaison between the customer and the software development team. They will be ultimately responsible for enusring clearly documented functional, system and process requirements. This individual will translate the business requests and needs into application and operational requirements. This position requires excellent verbal and written communication skills and the ability to lead a project or group without explicit authority.Bonus Points For: Experience working in [Retail, Finance, IT, Infrastructure, etc.] Familiarity with data visualization tools like Power BI, Tableau, or similar. A knack for project management and handling multiple tasks simultaneously in a fast-paced environment. A certification in Business Analysis (e.g., CBAP, CCBA) or Agile methodologies (e.g., SAFe, CSM, CSPO).What We Offer: Innovative Projects: Work on exciting, cutting-edge projects that challenge your skills and keep you engaged. Collaborative Environment: A supportive team where collaboration, knowledge sharing, and interteam development are at the forefront of everything we do. Company Culture: We believe in having fun while working hard. Join a team that celebrates diversity, inclusion, and mutual respect. Are you a technically savvy, detail-oriented, and forward-thinking Business Analyst who thrives in a fast-paced environment Do you want to help shape the future of a company by transforming business needs into actionable solutions If you're ready to bring your skills to a team that values innovation, creativity, and a collaborative work environment, we want to hear from you. Why Should You Apply? Health Benefits Referral Program Excellent growth and advancement opportunities As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Data Scientist

Location: Dearborn, MI
Duration: 24 Months

Description:
Role:
Perform analysis and modeling of residual values, auction prices, and market drivers to support Business and Sales Planning Analytics (BSPA) Used Vehicle Analytics team and customers

Scope:  Used Vehicle Residual Values and Used Vehicle Market

Skills Required:
2+ years of experience with one or more of the following tools:
Data Gathering & Analysis skills/tools (e.g. SAS, Python, SQL, BigQuery, Vertex AI, Business Objects, Alteryx, etc.) AND Visualization skills/tools (e.g. Qlik Sense, Tableau, Power BI, etc.)
Cloud computing platforms like GCP
Ability to effectively communicate, both verbal and written, across different levels of the organizations
Excel and PowerPoint

Skills Preferred:
Proficiency in Python for data analysis and model development
Proficiency with SAS
Strong data visualization skills using Qlik Sense
Experience with data engineering and pipeline development
Have excellent time management skills and be able to handle working on multiple projects at the same time
Be able to make reasonable judgments and conclusions with limited information and resources
Be able to utilize all major modeling techniques as applied to short and long-term volume and price forecasts

Experience Required:
2+ years of experience using advanced modeling (including machine / deep learning, statistical, econometric, optimization, etc.) and simulation techniques in a business or academic environment

Experience Preferred:
3+ years of auto industry related work (auto marketing and sales experience a plus)

Education Required:
Master's degree in Statistics, Econometrics, Data Science, or related field.

As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Our Client, an Internet Content & Information company, is looking for a Software Engineer V for their Redmond, WA location. Responsibilities:
Highly skilled software engineer to work on hardware integration and automation projects. The ideal candidate will have experience working with consumer electronics, firmware, and lab test equipment such as cameras, motion stages, and 6-dof manufacturing robots
As a software engineer, you will be responsible for integrating all of these components and building scalable and reusable systems that allow for easy software updates and component swaps. In addition, you will be responsible for developing software that automates hardware systems to enable data collection. This will require a strong understanding of hardware components and firmware, as well as programming skills in languages such as C++ and Python.
A successful candidate will also have strong testing and debugging skills to ensure software operates as expected and hardware components are integrated properly. You will need to be able to gather requirements from stakeholders, develop software that meets those requirements, and ensure that the software operates as expected through thorough testing and debugging. Strong communication skills are essential for success in this role, as you will be working closely with cross-functional teams and providing updates on project status.
Setting up and maintaining data collection SW
Building abstractions for hardware, and scaling solutions to many different types of hardware
C++ & Python debugging, understand different kinds of error analysis and communicate with other Research Engineers and Scientists.
Writing SW that interfaces with HW.
Design and execute experiments to validate product quality and investigate HW/SW issues.
Design and commission automation procedures for experiments.
Perform device calibration with proprietary equipment.
Commission and operate complex measurement and test equipment
Documentation of various processes and techniques with help from the core team. Requirements: Bachelor's degree in computer science, electrical engineering, or related field
Strong programming skills in languages such as C++ and Python
Experience working with hardware components and interfacing with firmware
Ability to work collaboratively with cross-functional teams
Strong problem-solving and analytical skills and attention to detail
Strong testing and debugging skills
Requirements gathering skills
Excellent communication skills
Experience with real time data pipelines, such as moving high resolution images from cameras
Experience with interfacing with HW, such as a Raspberry Pi
Statistical data analysis and visualization
Robot control or mechatronics experience. In particular:
Controlling linear motion stages
Controlling robot arms
Knowledge about camera optics and acquisition settings
Experience with VR or AR systems Why Should You Apply? Health Benefits
Referral Program
Excellent growth and advancement opportunities As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Summary
At client, Client machine learning ideas have a way of quickly becoming phenomenal products, services, and customer experience.
Bring passion and dedication to your job and there's no telling what you could accomplish.
Here is your opportunity to be part of an incredible research and engineering team building the next-generation of advanced algorithms for sensing technologies in Client, client Watch and more.
Our team works across client to create innovative, high-impact features and new interaction experiences on client devices.
We are looking for a software engineer who is passionate about developing innovative product features and human-computer interactions. We are looking for candidates with expertise in embedded systems programming, edge and on-device implementations of algorithms,
Frameworks, and experience in time-series data. Minimum Qualifications:
Expert in Swift, Objective-C, C++, or similar systems programming languages
Experience building libraries, frameworks, testing/automation, and command-line tools
Experience building iOS and watchOS apps with basic UI/UX design
Strong grasp of client's development APIs (UIKit, Cocoa, etc.)
Strong understanding of object-oriented design, data structures, algorithm design, complexity analysis, performance analysis, problem solving and diagnosis
Deep understanding of multi-threaded programming and synchronization
Past experience in creating high-performance implementations of deep learning algorithms
Proficiency in Python programming
Able to communicate clearly and collaborate with cross-functional teams
Excellent problem solving and root cause analysis skills
2+ years of software engineering experience As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws

Our Client, an Internet Content & Information company, is looking for a Software Engineer V for their Redmond, WA location.

Responsibilities:
Highly skilled software engineer to work on hardware integration and automation projects. The ideal candidate will have experience working with consumer electronics, firmware, and lab test equipment such as cameras, motion stages, and 6-dof manufacturing robots
As a software engineer, you will be responsible for integrating all of these components and building scalable and reusable systems that allow for easy software updates and component swaps. In addition, you will be responsible for developing software that automates hardware systems to enable data collection. This will require a strong understanding of hardware components and firmware, as well as programming skills in languages such as C++ and Python.
A successful candidate will also have strong testing and debugging skills to ensure software operates as expected and hardware components are integrated properly. You will need to be able to gather requirements from stakeholders, develop software that meets those requirements, and ensure that the software operates as expected through thorough testing and debugging. Strong communication skills are essential for success in this role, as you will be working closely with cross-functional teams and providing updates on project status.
Setting up and maintaining data collection SW
Building abstractions for hardware, and scaling solutions to many different types of hardware
C++ & Python debugging, understand different kinds of error analysis and communicate with other Research Engineers and Scientists.
Writing SW that interfaces with HW.
Design and execute experiments to validate product quality and investigate HW/SW issues.
Design and commission automation procedures for experiments.
Perform device calibration with proprietary equipment.
Commission and operate complex measurement and test equipment
Documentation of various processes and techniques with help from the core team.

Requirements:    Bachelor's degree in computer science, electrical engineering, or related field
Strong programming skills in languages such as C++ and Python
Experience working with hardware components and interfacing with firmware
Ability to work collaboratively with cross-functional teams
Strong problem-solving and analytical skills and attention to detail
Strong testing and debugging skills
Requirements gathering skills
Excellent communication skills
Experience with real time data pipelines, such as moving high resolution images from cameras
Experience with interfacing with HW, such as a Raspberry Pi
Statistical data analysis and visualization
Robot control or mechatronics experience. In particular:
Controlling linear motion stages
Controlling robot arms
Knowledge about camera optics and acquisition settings
Experience with VR or AR systems

Why Should You Apply?    Health Benefits
Referral Program
Excellent growth and advancement opportunities

As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Our Client, an Internet Content & Information company, is looking for a Software Engineer V for their Redmond, WA location. Responsibilities:<ul> <li>Highly skilled software engineer to work on hardware integration and automation projects. The ideal candidate will have experience working with consumer electronics, firmware, and lab test equipment such as cameras, motion stages, and 6-dof manufacturing robots</li> <li>As a software engineer, you will be responsible for integrating all of these components and building scalable and reusable systems that allow for easy software updates and component swaps. In addition, you will be responsible for developing software that automates hardware systems to enable data collection. This will require a strong understanding of hardware components and firmware, as well as programming skills in languages such as C++ and Python.</li> <li>A successful candidate will also have strong testing and debugging skills to ensure software operates as expected and hardware components are integrated properly. You will need to be able to gather requirements from stakeholders, develop software that meets those requirements, and ensure that the software operates as expected through thorough testing and debugging. Strong communication skills are essential for success in this role, as you will be working closely with cross-functional teams and providing updates on project status.</li> <li>Setting up and maintaining data collection SW</li> <li>Building abstractions for hardware, and scaling solutions to many different types of hardware</li> <li>C++ & Python debugging, understand different kinds of error analysis and communicate with other Research Engineers and Scientists.</li> <li>Writing SW that interfaces with HW.</li> <li>Design and execute experiments to validate product quality and investigate HW/SW issues.</li> <li>Design and commission automation procedures for experiments.</li> <li>Perform device calibration with proprietary equipment.</li> <li>Commission and operate complex measurement and test equipment</li> <li>Documentation of various processes and techniques with help from the core team. </li></ul> Requirements:<ul> <li>Bachelor's degree in computer science, electrical engineering, or related field</li> <li>Strong programming skills in languages such as C++ and Python</li> <li>Experience working with hardware components and interfacing with firmware</li> <li>Ability to work collaboratively with cross-functional teams</li> <li>Strong problem-solving and analytical skills and attention to detail</li> <li>Strong testing and debugging skills</li> <li>Requirements gathering skills</li> <li>Excellent communication skills</li> <li>Experience with real time data pipelines, such as moving high resolution images from cameras</li> <li>Experience with interfacing with HW, such as a Raspberry Pi</li> <li>Statistical data analysis and visualization</li> <li>Robot control or mechatronics experience. In particular:</li> <li>Controlling linear motion stages</li> <li>Controlling robot arms</li> <li>Knowledge about camera optics and acquisition settings</li> <li>Experience with VR or AR systems </li></ul> Why Should You Apply?<ul> <li>Health Benefits</li> <li>Referral Program</li> <li>Excellent growth and advancement opportunities </li></ul> As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Our Client, a Retail Company, is looking for Business Analyst (IT): IV (Lead) for their Grand Rapids, MI/Hybrid location Responsibilities: Requirements Gathering & Analysis: Partner with stakeholders to understand business goals, challenges, and opportunities. Translate business needs into detailed functional and non-functional requirements. Process Mapping: Analyze current business processes, identify inefficiencies, and recommend improvements to streamline workflows and enhance productivity. Solution Design: Work closely with the technical team to define system specifications, user stories, and acceptance criteria for new features and enhancements. Documentation: Create clear, concise, and comprehensive documentation for stakeholders and development teams, including user stories, process flows, and use cases. Collaboration: Engage with product managers, engineers, designers, and leadership to ensure seamless communication and delivery of high-quality solutions. Data-Driven Decision Making: Use data analysis to identify trends, pain points, and opportunities for growth. Help guide decision-making by providing insights based on data analysis. Testing & Quality Assurance: Assist with UAT (User Acceptance Testing) by creating test cases, helping execute tests, and ensuring the final product meets business requirements. Continuous Improvement: Stay ahead of industry trends, tools, and technologies to bring new ideas and best practices to the team. Actively contribute to the development of business analysis methodologies. Requirements We're seeking someone who not only has a solid technical foundation but also a passion for solving problems and making a real impact. If you have the following skills and experiences, we want to hear from you! Strong Analytical Mindset: You think critically, break down complex problems, and enjoy working with both technical and non-technical teams. Technical Expertise: Experience with business analysis tools, process modeling software, and Agile methodologies (Scrum/Kanban). You don't need to be a coder, but you need to be comfortable working alongside developers and understanding technical concepts. Requirements Gathering: You have a knack for asking the right questions to understand the "why" behind every project and turn that into clear, actionable requirements. Business Process Mapping: You're a pro at identifying inefficiencies in business processes and creating streamlined solutions to enhance productivity. Communication Skills: You're able to communicate complex technical concepts in a simple, approachable way to various stakeholders. Detail-Oriented: No detail is too small for you catch the little things that others might miss, ensuring everything is covered and well-documented. Data-Driven: You know how to pull insights from data and use them to influence business decisions, optimize solutions, and track success. Agile Familiarity: You're comfortable working in an Agile environment, whether it's with Scrum, Kanban, or other Agile frameworks. Tech-Savvy: Familiarity with SQL, Jira, ADO or other business analysis tools is a plus!Non-Negotiables/Requirements: The ideal candidate for this role has 5-10+ years of relevant work experience. Leaning towards the latter with only exceptional talents on the lower in end of this time requirement spectrum. This position will serve as the primary liaison between the customer and the software development team. They will be ultimately responsible for enusring clearly documented functional, system and process requirements. This individual will translate the business requests and needs into application and operational requirements. This position requires excellent verbal and written communication skills and the ability to lead a project or group without explicit authority.Bonus Points For: Experience working in [Retail, Finance, IT, Infrastructure, etc.] Familiarity with data visualization tools like Power BI, Tableau, or similar. A knack for project management and handling multiple tasks simultaneously in a fast-paced environment. A certification in Business Analysis (e.g., CBAP, CCBA) or Agile methodologies (e.g., SAFe, CSM, CSPO).What We Offer: Innovative Projects: Work on exciting, cutting-edge projects that challenge your skills and keep you engaged. Collaborative Environment: A supportive team where collaboration, knowledge sharing, and interteam development are at the forefront of everything we do. Company Culture: We believe in having fun while working hard. Join a team that celebrates diversity, inclusion, and mutual respect. Are you a technically savvy, detail-oriented, and forward-thinking Business Analyst who thrives in a fast-paced environment Do you want to help shape the future of a company by transforming business needs into actionable solutions If you're ready to bring your skills to a team that values innovation, creativity, and a collaborative work environment, we want to hear from you. Why Should You Apply? Health Benefits Referral Program Excellent growth and advancement opportunities As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Data Scientist Location: Dearborn, MI Duration: 24 Months Description: Role: Perform analysis and modeling of residual values, auction prices, and market drivers to support Business and Sales Planning Analytics (BSPA) Used Vehicle Analytics team and customers Scope: Used Vehicle Residual Values and Used Vehicle Market Skills Required: 2+ years of experience with one or more of the following tools: Data Gathering & Analysis skills/tools (e.g. SAS, Python, SQL, BigQuery, Vertex AI, Business Objects, Alteryx, etc.) AND Visualization skills/tools (e.g. Qlik Sense, Tableau, Power BI, etc.) Cloud computing platforms like GCP Ability to effectively communicate, both verbal and written, across different levels of the organizations Excel and PowerPoint Skills Preferred: Proficiency in Python for data analysis and model development Proficiency with SAS Strong data visualization skills using Qlik Sense Experience with data engineering and pipeline development Have excellent time management skills and be able to handle working on multiple projects at the same time Be able to make reasonable judgments and conclusions with limited information and resources Be able to utilize all major modeling techniques as applied to short and long-term volume and price forecasts Experience Required: 2+ years of experience using advanced modeling (including machine / deep learning, statistical, econometric, optimization, etc.) and simulation techniques in a business or academic environment Experience Preferred: 3+ years of auto industry related work (auto marketing and sales experience a plus) Education Required: Master's degree in Statistics, Econometrics, Data Science, or related field. As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws.

Summary At client, Client machine learning ideas have a way of quickly becoming phenomenal products, services, and customer experience. Bring passion and dedication to your job and there's no telling what you could accomplish. Here is your opportunity to be part of an incredible research and engineering team building the next-generation of advanced algorithms for sensing technologies in Client, client Watch and more. Our team works across client to create innovative, high-impact features and new interaction experiences on client devices. We are looking for a software engineer who is passionate about developing innovative product features and human-computer interactions. We are looking for candidates with expertise in embedded systems programming, edge and on-device implementations of algorithms, Frameworks, and experience in time-series data. Minimum Qualifications: Expert in Swift, Objective-C, C++, or similar systems programming languages Experience building libraries, frameworks, testing/automation, and command-line tools Experience building iOS and watchOS apps with basic UI/UX design Strong grasp of client's development APIs (UIKit, Cocoa, etc.) Strong understanding of object-oriented design, data structures, algorithm design, complexity analysis, performance analysis, problem solving and diagnosis Deep understanding of multi-threaded programming and synchronization Past experience in creating high-performance implementations of deep learning algorithms Proficiency in Python programming Able to communicate clearly and collaborate with cross-functional teams Excellent problem solving and root cause analysis skills 2+ years of software engineering experience As an equal opportunity employer, ICONMA provides an employment environment that supports and encourages the abilities of all persons without regard to race, color, religion, gender, sexual orientation, gender identity or express, ethnicity, national origin, age, disability status, political affiliation, genetics, marital status, protected veteran status, or any other characteristic protected by federal, state, or local laws

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