Relink - Transforming the way people are matched with jobs

1. Transforming the way people are matched with jobs Relink CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

2. • Just not eﬀicient • Limitations to our processing capabilities • The talent ecosystem is changing fast - becoming hard to keep up and understand context Why transform? Some of the challenges “it all starts and stops with people” We decided to build a recommendation engine were the job descriptions becomes the search query. CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

3. • Profiles and job descriptions - augmentation • Interaction between “profiles and jobs” • Our solution: build network effect and create transparency - recommendations as a service (or - a quick win in the “sexy category) Our “super matchmaker” needs data, data and more data CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

4. A job is published in an ATS - our tech provides: • A feed of recommended candidates • Analysis of incoming applications Ok, so what do we sell CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

5. Our recommendation capabilities and the data we harvest can (potentially) reinvent the whole experience of finding your next job or colleague We believe that has huge implications To make this happen - we are a data-first company Data-first company CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

6. • Computer science background • PhD in Machine Learning • Worked in digital advertising tech, cyber-security & academia • Lead data scientist at Relink • DS/ML architecture • Bridging the gap between DS and production • Product development Bio - Bjarne Ø. Fruergaard CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

7. Product development Idea Measure ImplementProﬁt Machine learning CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

8. Product development Idea Measure ImplementProﬁt Machine learning Idea Measure ImplementProﬁt CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

9. 1. Hire a data scientist A day in the life 3. Get disappointed 2. “Please improve our product, but do not interfere with delivery” CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

10. accessible, easy and fast should not interfere with delivery modular pipelines model repository execute (& train?) models live measure KPIs live A/B testing live pending all of the above • Gather data • Bulk read, long-running, resource intensive • Apply modeling • To a lesser extend, develop models and/or algorithms • Execute experiments • Often on a ﬁxed dataset • Measuring for model selection, not KPIs directly • Follow state-of-the-art (or invent it) The work of a <insert-title-here> Data scientist, ML engineer, DS/ML/AI researcher, etc. CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

11. Architecture Or: How you learn to stop worrying and love the data Part I λ (lambda) architecture • Immutable event store • Functions over all data at once Batch layer: Periodically updates functions over all data Speed layer: Real time updates functions over latest data Serving layer: batch + speed CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

12. λ • Immutable event store • Functions over all data at once Batch layer: Periodically updates functions over all data Speed layer: Real time updates functions over latest data Serving layer: batch + speed Operational beneﬁts • avoid incremental state • fault tolerance • easier to scale horizontally Data scientists • bulk and streaming access • no interference with delivery • create, extend and compose “functions” CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

13. Competences Or: How you learn to stop worrying and love the data Part II Eﬀicient data science Engineers: implementation, modularity, monitoring, tech stack, scalability, testability, etc. Designers, social sciences, product owners, UX, UI • throughput • stay up to date • ideas CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

14. • Never as simple as ﬁrst thought • Ship code and start measuring • Be able to compare alternatives • Improve and invent • Chickens and eggs • Long-term investment • Needs to be core to business value • Can you experiment and measure? • Understand what data scientists are not • Support process before scaling DS • Keep an eye on tech No free lunch :-) Idea Measure ImplementProﬁt CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

15. We’re hiring :-) http://relinklabs.breezy.hr CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark

16. Questions? CONTACT hello@relinklabs.com PRESS INQUIRIES sh@relinklabs.com INVESTOR INQUIRIES invest@relinklabs.com ADDRESS Njalsgade 19D, 2300 København S, Denmark Contact us: Ståle Fredlund Husby, CEO, sh@relinklabs.com Bjarne Ø. Fruergaard, Head of Data Science, bf@relinklabs.com

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