Due to my diverse professional experience, my skills can be assigned to a variety of different categories. Browse through them, or jump directly to:
Skills and Certificates
Data Science
During my PhD, I took a deep dive into the world of data science. This came natural to me, as I already had previous experience in coding from my web development days. However, I learned quite a lot about how to deal with data, including how to:
- retrieve and filter data from databases or dataframes
- clean, filter and transform data
- export acoustic information from annotated audio files
- statistically analyze data using different models and techniques, e.g. linear mixed effects regression modelling
- visualize data
Most of these were accomplished using R and R packages (e.g. dplyr, ggplot, lme4, etc.), SQL, and Python. I am eager to expand my skills on data science in regards to natural language processing and machine learning, especially using Python, and I'm currently learning to use the Python packages pandas, spaCy and plotnine.
- R
- linear models
- data visualization
- ggplot
- dplyr
- SQL
- Tableau
- PowerBI
- Python
- pandas
- regression
- AI
Show 11 Certifications in Data Science, AI & Coding
- Career Essentials in Data Analysis by Microsoft and LinkedIn, LinkedIn Learning (07/2024)
- Tableau for Data Scientists, LinkedIn Learning (07/2024)
- Getting Started with AI and Machine Learning , LinkedIn Learning Path (04/2023)
- Hands-On PyTorch Machine Learning (04/2023)
- Reinforcement Learning Foundations (04/2023)
- Computer Vision Deep Dive in Python(04/2023)
- Deep Learning Foundations: Natural Language Processing with TensorFlow (04/2023)
- Deep Learning: Getting Started (04/2023)
- Machine Learning Foundations: Linear Algebra (04/2023)
- Artificial Intelligence Foundations: Thinking Machines (03/2023)
- Data visualization with plotnine and ggplot, Coursera (02/2023)
- Create a superhero name generator with TensorFlow, Coursera (02/2023)
Conversational AI & Natural Language Processing
- design of conversational flows for chatbots using Cognigy.AI
- optimization of text in web applications and chatbots according to stateof- the-art usability standards and conversational language
- user research for chatbots
- cognigy
- conversational ai
- chatbots
- Python
- spaCy
Linguistics
- expert knowledge of phonetics and morphology, as well as excellent knowledge of other linguistic subfields
- linguistic annotation (part of speech tagging, morphological structure)
- acoustic analysis, e.g. using spectrograms
- phonetic transcription
- foundations of forensic linguistics
- praat
- spectrograms
- phonetics
- morphology
Languages
I speak a number of different languages to various degrees of fluency, as listed in the table below. In addition, I have structural, and in some cases limited vocabulary knowledge of Mandarin, Serbo-Croatian, Hebrew, Old English and Middle English.
Level | Language |
---|---|
Native/Fluent | German, English |
Intermediate | Swedish |
Basic | French, Spanish |
Show 5 Certifications in Conversational AI & Language
- Conversation Design, Cognigy Academy (02/2023)
- Cognigy.AI Foundation, Cognigy Academy (02/2023)
- Cognigy.AI Developer, Cognigy Academy (02/2023)
- Computational Modelling for Linguistics with Python, Heinrich-Heine-Universität Düsseldorf (10/2022 - 02/2023)
- Forensic Linguistics, DivLing e.V. (08/2022)
Research & Writing
After over 10 years in academia, I have become a very skilled researcher and acquired many skills that transcend to many areas of my life. These include:
- observing and identifying patterns and potential problems
- formulating research questions and hypotheses from observed problems or patterns
- design of experiments
- data science, quantitative analysis, data visualization and interpretation (see the section on data science above)
- writing texts in a variety of genres (academic writing, technical writing, etc.)
- quantitive research
- academic writing
- design of experiments
- teaching
UX Research
I also have experience in conducting user experience research outside of academia:
- designing and conducting user interviews and usability tests (with a focus on chatbots)
- analyzing qualitative research
- qualitative research
- user interviews
- usability testing
Show 5 Certifications in UX Research
- UX Foundations: Research, LinkedIn Learning (03/2023)
- UX Foundations: Usability Testing, LinkedIn Learning (03/2023)
- UX Research Methods: Interviewing, LinkedIn Learning (03/2023)
- Figma for UX Research, LinkedIn Learning (03/2023)
- Create a Customer Satisfaction Survey in Qualtrics, Coursera (02/2023)
Media design and development
From 2005 to 2011, I worked as a professional media designer and web developer. Though the world of web development has changed dramatically, I still have a high affinity to web and media design. Having studied these fields extensively, I have a professional understanding of:
- layouting and presenting data and information, both online and offline
- user-centered design approaches
- graphical manipulation in Adobe Photoshop
- coding in HTML/CSS/JS
- deployment and usage of content management systems
- layout
- InDesign
- Photoshop
- Figma
- HTML
- CSS
- PHP
- UX
- user centered design
- design thinking
Soft Skills and Other Skills
- I am a maker and when I see things that need to get done, often take it upon myself to manage and complete these projects. This characteristic transcends to many aspects of my professional and personal life. For example, in my free time, I sometimes like to create player aids for board games in InDesign, because I feel like players will benefit from those.
- I am a team player - I worked with many different teams, both as a team leader (leading a group of student assistant on annotation tasks) and as a team member (being part of a larger research unit).
- I am a very helpful person, and have a gift of recognizing when people are in need of support.
- I am skilled at teaching and presenting complex content to learners, as well as to equals and superiors.
- I am a very quick learner, and I acquired most of my coding and data science skills "learning by doing".
- presentations
- creativity
- attention to detail
- self-learning
- teamwork
- project management
- communication
Show 4 Certifications in Project Management
- Project Management for Conversational AI, Cognigy Academy (02/2023)
- PRINCE2 Foundation, PeopleCert (12/2022)
- Intercultural Competence, Heinrich-Heine-Universität (09/2014)
- Diversity Management, Heinrich-Heine-Universität (08/2014)