COMPUTATIONAL LINGUIST SKILLS, EXPERIENCE, AND JOB REQUIREMENTS
Updated: Dec 26, 2024 - The Computational Linguist applies a deep understanding of various research methods to optimize product development, using both qualitative and quantitative approaches like survey design and user-centered methods. This role involves leveraging digital tools and adapting to new technologies, ensuring that insights derived from online and in-person testing inform innovative solutions. The linguist also has effective collaboration and communication across projects to ensure consistency and clarity, even in the face of uncertainty and ambiguity.
Essential Hard and Soft Skills for a Standout Computational Linguist Resume
- Natural Language Processing
- Machine Learning
- Programming
- Statistical Analysis
- Syntax and Semantics
- Text Mining
- Speech Recognition
- Data Analysis
- Linguistic Modeling
- Corpus Linguistics
- Problem-Solving
- Analytical Thinking
- Attention to Detail
- Communication
- Team Collaboration
- Creativity
- Adaptability
- Time Management
- Critical Thinking
- Continuous Learning
Summary of Computational Linguist Knowledge and Qualifications on Resume
1. BS in Computational Linguistics with 4 years of experience
- Relevant work or publications in the field of Speech Processing or Linguistics
- Previous experience with linguistic preprocessing (tokenization, normalization, grapheme to phoneme conversion)
- Experience working with software (Praat, Tools using R or Matlab, Excel)
- Scripting or programming experience with Python
- Enterprise experience in Speech Processing
- A good working knowledge of Natural Language Processing
- Knowledge in Linguistics (Phonetics, Phonology, Morphology, Syntax, Semantics, Prosody, etc.)
- Knowledge in Acoustic Phonetics (Phonology, Prosody, Signal Processing)
- Excellent command of Regular Expressions
- Excellent communication skills both verbal and written.
2. BS in Computer Science with 5 years of experience
- Experience working with large quantities of natural language data, lexical resources, corpora, Natural Language Processing algorithms and tools
- Experience in ASR (Automatic Speech Recognition) and TTS (Text to Speech)
- Experience using OS X or iOS software
- Excellent knowledge of structural aspects of the language (in particular phonology, and phonetics)
- Up-to-date exposure to popular native culture and the ability to use that knowledge to improve the focus of the local market
- Ability to phonetically transcribe speech audio and verify existing phonetic transcriptions accurately through a solid understanding of conventional phonetic notation such as IPA, SAMPA or CMU.
- Comfortable with tools such as Bash and Grep.
- Experience with one or more version control systems with a preference for Git
- Strong communication skills, attention to detail, and proven ability to manage priorities, with good organizational and analytical skills
- Native speaker fluency in English (UK), Russian, or Spanish (Mexico)
3. BA in Linguistics with 2 years of experience
- Some applied linguistics skills or experience
- Native-level proficiency in one of the target languages
- Strong linguistic comprehension and excellent knowledge of structural aspects of the language (syntax, semantics, phonology, phonetics)
- Previous experience working with language data (e.g. research, analysis, translation, review)
- Strong development skills (Java, Scala, Python, Julia, R, etc.)
- Up-to-date exposure to native popular culture and ability to use it to inform data analysis
- Experience using OS X or iOS
- Good organization, proven ability to manage priorities
- Solid analytical skills, attention to detail
- Strong communication skills, both verbal and written
4. BS in Artificial Intelligence with 6 years of experience
- Work experience leading research projects in a professional environment
- Relevant experience conducting a variety of research helping all aspects of business and product development —from exploratory research to market research surveys to usability studies
- Experience managing research engagements in an industry or client-facing roles in the areas of segmentation, attitudes and ad hoc custom research
- Familiarity with different qualitative research methods including usability, 1:1 interviews, concept testing, ethnographic-style fieldwork, group discussions, card sorting, workshops, remote studies, etc.
- Experience visualizing complex workflows and communicating those to other teams.
- Experience packaging insights into design tools and assets for the product managers and designers to use (e.g., personas, design principles, scenarios, frameworks)
- An agile approach to adapting and improving on research practices to meet team needs under the tight timeframes of a growing company.
- Focus on improving the product and user experience we ship iteratively with the primary team
- Strong statistical skills and familiarity with packages such as SPSS, SAS, or R
- Strong out-of-the-box problem-solving skills
5. BS in Cognitive Science with 5 years of experience
- Hands-on experience with a variety of qualitative and quantitative research techniques, along with the knowledge of when and why to apply them
- Working experience facilitating workshops or co-creation exercises
- Experience analyzing several genres of unstructured data - social media, ratings and reviews, surveys, articles, transcribed interviews and call center conversations
- Broad experience with both generative and evaluative methods
- Excellent communication and presentation skills
- Able to show how the work has had a substantial impact
- Experience with end-to-end research projects, from defining goals and objectives, developing scripts or interview guides, conducting fieldwork, analyzing results, and sharing insights with stakeholders
- Experience establishing and analyzing UX metrics
- Experience navigating ambiguity and know how to balance autonomy, collaboration, and creativity
- Ability to prioritize problem-solving and making progress over dogmatic rituals, and understand the need to balance the urgent with the important, along with the essential logistics and project management that comes with it
6. BS in Information Technology with 7 years of experience
- Experience with user research in all areas of user research (qualitative and quantitative research) across consumer mobile applications, websites, or retail stores.
- Strong user research skills, including research experience across different methods, with both qualitative and quantitative methodologies.
- Knowledgeable in implementing a variety of research methods (e.g. ethnography, contextual inquiry, in-depth interviews, guerilla research, surveys, online testing services/tools, lab observation/logging tools such as Morae, concept testing, usability testing, A/B or multivariate experimentation testing, etc.).
- Solid verbal and written communicator with all levels of business leaders
- The ability to influence and cultivate strong relationships with key business stakeholders and executives in the organization.
- Ability to communicate and influence product management and user experience designers to incorporate user research findings into product designs.
- Solid negotiation skills across a variety of audiences, and can successfully advocate among peers and to executive leadership.
- Strong time management and prioritization skills with the ability to manage multiple projects simultaneously, at various stages of their development.
- Must have a strong research portfolio that demonstrates using a variety of research methods to drive decision-making in an organization.
- The ability to develop and execute user research across channels
7. BA in Mathematics with 5 years of experience
- User research experience in applied research or product research settings (either end-to-end, usability, or generative research) and/or in academic settings, with examples of actionable research outcomes
- Experience taking broad or ambiguous topic areas and translating these into concrete research projects
- Experience designing, structuring, and conducting research projects on new and unfamiliar topic areas
- Experience designing, differentiating, and prioritizing different research methods (e.g. interviews, surveys, usability studies, or others) given different research goals, questions, and available resources
- Experience advocating for and communicating research findings to diverse audiences through both written and in-person formats and presentations
- Excellent strategic thinking, and developing POVs to inform product vision
- Excellent written, verbal, and visual communication skills
- The ability to visualize key research insights/data
- Must have the proficiency with Adobe Creative Suite
- Working experience using OS X or iOS software
8. BS in Software Engineering with 4 years of experience
- A robust understanding of the strengths and shortcomings of different research methods and knowing when and how to apply them during the product development process.
- Working experience with survey research (questionnaire design, sampling, analysis).
- Be digitally savvy, seek out innovative solutions, embrace evolving technologies, and easily adapt to new tools and trends.
- Enjoy uncertainty and ambiguity, and understand that to innovate be comfortable deciphering what needs to be done next.
- Demonstrated abilities in conducting primary research (research design, survey design, moderation, participant screening, etc.)
- Working experience with online and in-person user testing tools.
- Experience with qualitative and user-centered design methods (individual and group interviews, diary studies, direct observation, think-aloud usability testing, etc.)
- Experience with quantitative research (survey design, response effects, sampling, crosstabs, and statistical concepts, etc.)
- Strong understanding of strengths and shortcomings of different research methods, including when and how to apply them during each product development phase
- The ability to collaborate and communicate with all projects and initiatives to ensure consistency and clarity