METRIXLAB
1 Intoduction
Hello, I’m Joseph from Morocco.
Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.
I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.
Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.
This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.
2 About the project
The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.
The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.
3 EDA
3.1 market research indestry’s yearly new recruit count
3.2 metrixlab’s workforce status over the years
4 Persona company network graph
5 Workforce sample
5.1 Alessandro Michelazzo
Job title: Visual designer
Socials: https://linkedin.com/in/alemichelazzo | https://twitter.com/alemichelazzo | https://linkedin.com/in/alessandromichelazzo
5.1.1 Alessandro Michelazzo’s working period at metrixlab
5.1.2 Gantt plot of Alessandro Michelazzo’s experience
5.2 Anna Dovbysh
Job title: Social media analyst
Socials: https://linkedin.com/in/anna-dovbysh-18b42728 | https://facebook.com/dovbysh.anna
5.2.1 Anna Dovbysh’s working period at metrixlab
5.2.2 Gantt plot of Anna Dovbysh’s experience
5.3 Behice Ilhan
Job title: Brand engagement us team lead
Socials: https://linkedin.com/in/behiceeceilhan | https://twitter.com/eceilhan
5.3.1 Behice Ilhan’s working period at metrixlab
5.3.2 Gantt plot of Behice Ilhan’s experience
5.4 Bob Bouwense
Job title: Freelance photo editor
Socials: https://linkedin.com/in/bobbouwense
5.4.1 Bob Bouwense’s working period at metrixlab
5.4.2 Gantt plot of Bob Bouwense’s experience
5.5 Carlie Silva
Job title: Qualitative research analyst
Socials: https://linkedin.com/in/carlie-silva-4898aa100 | https://facebook.com/carlie.silva
5.5.1 Carlie Silva’s working period at metrixlab
5.5.2 Gantt plot of Carlie Silva’s experience
5.6 Chems-Eddine Makhtout
Job title: Financial controller - ad int
Socials: https://linkedin.com/in/chemseddine
5.6.1 Chems-Eddine Makhtout’s working period at metrixlab
5.6.2 Gantt plot of Chems-Eddine Makhtout’s experience
5.7 Corine Makkink
Job title: Client director
Socials: https://linkedin.com/in/corine-makkink-156bb24 | https://linkedin.com/in/corinemakkink
5.7.1 Corine Makkink’s working period at metrixlab
5.7.2 Gantt plot of Corine Makkink’s experience
5.8 Craig Bloomquist
Job title: Srm
Socials: https://linkedin.com/in/craig-bloomquist-362916 | https://facebook.com/craig.bloomquist.9
5.8.1 Craig Bloomquist’s working period at metrixlab
5.8.2 Gantt plot of Craig Bloomquist’s experience
5.9 Dan Kent-Smith
Job title: Client director
Socials: https://linkedin.com/in/dan-kent-smith-a8352512 | https://linkedin.com/in/dankentsmith
5.9.1 Dan Kent-Smith’s working period at metrixlab
5.9.2 Gantt plot of Dan Kent-Smith’s experience
5.10 Deb Mcdonald
Job title: Consultant - online community moderator
Socials: https://linkedin.com/in/deb-mcdonald-876441 | https://twitter.com/debmcdsf
5.10.1 Deb Mcdonald’s working period at metrixlab
5.10.2 Gantt plot of Deb Mcdonald’s experience
5.11 Ditty Menon
Job title: Big data consultant ai for the data artists
Socials: https://linkedin.com/in/dittymenon | https://nl.linkedin.com/in/dittymenon
5.11.1 Ditty Menon’s working period at metrixlab
5.11.2 Gantt plot of Ditty Menon’s experience
5.12 Emanuele Carioti
Job title: Opinionista opionionbar.com - metrixlab nederland b v
Socials: https://linkedin.com/in/emanuele-carioti-61333718 | https://facebook.com/emanuelecarioti | https://twitter.com/emanuelecarioti
5.12.1 Emanuele Carioti’s working period at metrixlab
5.12.2 Gantt plot of Emanuele Carioti’s experience
5.13 Frans-Anton Van Gils
Job title: Product owner
Socials: https://meetup.com/members/7593415 | https://quora.com/frans-anton-van-gils | https://facebook.com/fransvgls | https://github.com/fvangils | https://twitter.com/fvangils | https://linkedin.com/in/vangils
5.13.1 Frans-Anton Van Gils’s working period at metrixlab
5.13.2 Gantt plot of Frans-Anton Van Gils’s experience
5.14 Hassan Mouheb
Job title: Managing director
Socials: https://linkedin.com/in/hassan-mouheb-12bb88
5.14.1 Hassan Mouheb’s working period at metrixlab
5.14.2 Gantt plot of Hassan Mouheb’s experience
5.15 Jasen Holness
Job title: Senior vice president - agency and media practice
Socials: https://linkedin.com/in/jasen-holness-47944a28
5.15.1 Jasen Holness’s working period at metrixlab
5.15.2 Gantt plot of Jasen Holness’s experience
5.16 Kat Ferreira
Job title: Marketing manager, zoomerang, markettools inc
Socials: https://linkedin.com/in/katferreira | https://linkedin.com/in/kathy-ferreira-4593983 | https://linkedin.com/in/kathyferreira
5.16.1 Kat Ferreira’s working period at metrixlab
5.16.2 Gantt plot of Kat Ferreira’s experience
5.17 Kim Lijding
Job title: Junior research manager big data analytics
Socials: https://linkedin.com/in/kim-lijding-46380365 | https://facebook.com/kim.lijding | https://linkedin.com/in/kimlijding
5.17.1 Kim Lijding’s working period at metrixlab
5.17.2 Gantt plot of Kim Lijding’s experience
5.18 Kjell De Orr
Job title: Group commercial board director
Socials: https://linkedin.com/in/kjell-de-orr-270a17 | https://facebook.com/kjell.deorr
5.18.1 Kjell De Orr’s working period at metrixlab
5.18.2 Gantt plot of Kjell De Orr’s experience
5.19 Lizzie Nickless
Job title: Global marketing specialist
Socials: https://linkedin.com/in/lizzie-nickless | https://linkedin.com/in/lizzie-nickless-6aab366b
5.19.1 Lizzie Nickless’s working period at metrixlab
5.19.2 Gantt plot of Lizzie Nickless’s experience
5.20 Marcella Osinga
Job title: Junior research manager
Socials: https://linkedin.com/in/marcellao
5.20.1 Marcella Osinga’s working period at metrixlab
5.20.2 Gantt plot of Marcella Osinga’s experience
5.21 Marjolein Van Herk-Van Tilburg
Job title: Global general counsel and dpo
Socials: https://linkedin.com/in/marjoleinvantilburg | https://twitter.com/marjovhvt
5.21.1 Marjolein Van Herk-Van Tilburg’s working period at metrixlab
5.21.2 Gantt plot of Marjolein Van Herk-Van Tilburg’s experience
5.22 Mohamed Fadl
Job title: Social media analyst
Socials: https://twitter.com/m_fadl | https://linkedin.com/in/mfadl
5.22.1 Mohamed Fadl’s working period at metrixlab
5.22.2 Gantt plot of Mohamed Fadl’s experience
5.23 Morris Ebanks
Job title: Research manager
Socials: https://facebook.com/mrswabyebanks | https://linkedin.com/in/mswabyebanks
5.23.1 Morris Ebanks’s working period at metrixlab
5.23.2 Gantt plot of Morris Ebanks’s experience
5.24 Nina Landl
Job title: Digital and global marketing intern
Socials: https://linkedin.com/in/nina-landl-397a89104
5.24.1 Nina Landl’s working period at metrixlab
5.24.2 Gantt plot of Nina Landl’s experience
5.25 Robert Wilhelm
Job title: Board member and investor
Socials: https://linkedin.com/in/robert-wilhelm-b01107 | https://facebook.com/robert.wilhelm.nl | https://linkedin.com/in/robertwilhelm | https://twitter.com/rpwilhelm
5.25.1 Robert Wilhelm’s working period at metrixlab
5.25.2 Gantt plot of Robert Wilhelm’s experience
5.26 Sabine Winkler
Job title: Global marketing and communications director
Socials: https://twitter.com/sabiine | https://linkedin.com/in/sabine-winkler-6a36b5a | https://linkedin.com/in/sabinewinkler
5.26.1 Sabine Winkler’s working period at metrixlab
5.26.2 Gantt plot of Sabine Winkler’s experience
5.27 Sandra Kooren
Job title: Senior research manager
Socials: https://linkedin.com/in/sandra-kooren-01483a3 | https://facebook.com/sandra.kooren.9
5.27.1 Sandra Kooren’s working period at metrixlab
5.27.2 Gantt plot of Sandra Kooren’s experience
5.28 Stefan De Waal
Job title: Senior research manager
Socials: https://linkedin.com/in/stefan-de-waal-73527714 | https://linkedin.com/in/stefandewaal
5.28.1 Stefan De Waal’s working period at metrixlab
5.28.2 Gantt plot of Stefan De Waal’s experience
5.29 Steve Becker
Job title: Vp, client director
Socials: https://linkedin.com/in/steve-becker-7302549 | https://facebook.com/steve.becker.39501
5.29.1 Steve Becker’s working period at metrixlab
5.29.2 Gantt plot of Steve Becker’s experience
5.30 Willem Van Muijden
Job title: Designer
Socials: https://linkedin.com/in/willem-vrederick-van-muijden-5a05071b