Thanks for sharing your feedback with us. We are disappointed to hear that you had a negative experience with our technical interview process. As a data & analytics platform, the technical standards we require of our Data Scientists are very high and the tests we set are necessarily tough. We care passionately about our culture and make sure to assess all candidates on their fit with our culture and values. However, this only takes place once the technical criteria has been met. We realise that failing a technical test can feel like a negative experience for many candidates but we do our best to ensure the process itself is well organised and positive. On this note, you mention that the process was badly organised as you attended an interview at very short notice. We have to move quickly as it's a fast market for talent so if candidates are willing and able to meet us at short notice, we typically jump at the chance. I am sorry if this led to you feeling rushed. I'd welcome the chance to discuss any further feedback you may have directly so please don't hesitate to contact me. We wish you all the best with your job search and thank you again for the time you invested in Mosaic Smart Data.