USING AI TO EVALUATE HIRING SUCCESS - PROOF OF CONCEPT (PILOT 1)
£750-1500 GBP
Closed
Posted almost 6 years ago
£750-1500 GBP
Paid on delivery
INTRODUCTION
H&S is an Executive Search Firm.
We are looking to develop a pilot that analyses large pool of unstructured data to provide insight into the success of H&S search and as a result the success of the placement within the client’s organization.
The tool will use data from H&S systems, such as email communication, latitude data, assessment tools, notes etc and potentially augmented by a short survey of placements (1-3 years post placement date). Using this data the tool will highlight themes emerging from machine learning capabilities.
This is a intended as a pilot (proof of concept). Once the concept is proven, we may wish to expand this tool to a larger and broader set of applications and questions.
QUESTIONS TO ADDRESS
The tool will be driven by themes that emerge from the data, but there are a few broad questions to be considered:
1. How good are we at predicting a successful candidate?
2. What are the main predictors how successful a placement will be once placed?
3. Where are the opportunities for us to improve our hiring hit rate? Efficiency?
INPUT DATA SOURCES
All from H&S:
• Data captured during the search process: age, years of experience, tests (WAVE etc), notes by
Search consultant
• Email communication with candidates
• Meeting requests and meetings held
Following placement (H&S data sources)
• Length of service at the job / at the same company
Consider a quick-fire survey to past placements asking 5-10 questions
• How happy are you in your role?
• What the key drivers to your success?
• Have you been promoted (considered for promotion)?
OUTPUT
The tool will display a set of themes both in qualitative and quantitative form, identifying sources of success in placing candidates, correlation factors etc.
OTHER CONSIDERATIONS
We would like to work with UK-based developers, as we expect close cooperation in developing the tool.
Hi,
My name is Shehroze and my background is in ML/AI. I would love to have the opportunity to discuss your project further with you.
To complete your project, I would discuss the project in detail with you along with all the key functionalities and requirements. Once these are defined then I will review your existing dataset and then start working on the project.
I have worked as Machine Learning Engineer for Palantir and some other startups. After that I worked for two other startups in the Machine Learning Space. The first was working on using deep learning and deep reinforcement learning for building industrial optimization software. Most of the research that I have done in the ML space is in deep learning and deep reinforcement learning. I have worked with Convolutional Neural Networks, LSTMS, Feed Forwards nets. You can have a look at one of my papers that involved CNNs and Deep learning ([!]).
I am confident enough that I have the skills and experience required for this position. I have experience of working with Python (Tensorflow and Keras) and Lua (Torch) for most of my machine learning work. I have used Python for NLP projects such as building a parts of speech tagger and chatbots. My other machine learning projects include training prediction models for financial trading systems, building classification models for NLP, training CNN classifiers and object detectors etc.
Hello - My name is Arvin.
I’ve read your brief description and I must say this is a very interesting project which we would love to work on.
I personally have 15+ years of experience in the industry and I have a team of 9 expert professionals, each with at least 6 years of experience and most with a Masters Degree. We have 75+ years of total experience in our team.
Please have a look at our portfolio
[!]
I cannot say that we have loads of experience in the AI field since it's new to everyone but our team members do have good understanding and we have been doing experiments internally with Microsoft Azure Machine Learning tools and we got some very interesting results. I feel that we can take on your project and deliver you a solid POC.
I must note that I am an active participant of a professional HR Tech group which we discuss and ideate new technologies HR Technologies.
If you want to know more about me, my team, our workflow or discuss the project details, please don't hesitate to get in touch.
Regards;
Arvin B
Hi, I have several years of experience of consulting in machnine learning an AI at a major consulting firm. Performed two projects in HR analytics looking into the causes of emploee churn
Relevant Skills and Experience
Machine learning and artificial intelligence in python