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← All tenders
Employment and Social Development Canada

Conseils d'expert sur la mise en œuvre des algorithmes de forêts causales en apprentissage automatique

Request for Proposal (RFP)
Estimated value
Not disclosed
Deadline
December 30, 2024
Published
December 13, 2024
Type
Services
Explore similarEngineering and Research and Technology Based Services

Full description

This requirement is for Expert advice on the implementation of the machine learning causal forest algorithms for Employment and Social Development Canada.

Description of the Requirement:

The Evaluation Directorate at Employment and Social Development Canada (ESDC) requires the services of a contractor to:

  • Provide expert advice to develop and implement machine learning causal forest algorithms to estimate individualized average treatment effects, while assessing and interpreting heterogeneous treatment effects across various subgroup categories to enhance the analysis of ESDC Skills and Labour Market Program Evaluations.
  • Address challenges and issues related to the implementation process, including the interpretation and the validations of the robustness of the results obtained from machine learning causal forest with those of traditional methods such as propensity score matching.

Security Requirements:

There are no security requirements associated with this solicitation.

Applicable Trade Agreements:

Further to Article 800 of the Canadian Free Trade Agreement (CFTA), CFTA does not apply to this procurement.

Proposed period of contract:

The period of the Contract is from date of Contract to March 31, 2025 inclusive.

AI Analysis

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Basic information

Reference
cb-373-22338476
Solicitation no.
10027867
Buyer
Employment and Social Development Canada
Notice type
Request for Proposal
Method
Competitive - Open bidding
Procurement category
*SRV
Trade agreements
*None
Estimated value
Not disclosed
Source
canadabuys

Classification & terms

UNSPSC
UNSPSC 81000000 — Engineering and Research and Technology Based Services

Delivery & regions

Regions of delivery
*Canada

Key dates

Published
December 13, 2024
Closes
December 30, 2024
Amendment no.
001

Likely incumbents

(5)

Suppliers who have won similar work from this buyer before.

  1. 1
    Unisys Canada Inc.
    1 contract won· latest December 22, 2023
    CAD $2M
    total awarded
  2. 2
    TEKsystems Canada Corp.
    1 contract won· latest March 15, 2024
    CAD $1.5M
    total awarded
  3. 3
    Adobe Systems Federal LLC
    1 contract won· latest June 3, 2023
    CAD $1.5M
    total awarded
  4. 4
    NaviGov Inc and Solid Defence Inc, in Joint Venture
    1 contract won· latest October 20, 2023
    CAD $1.2M
    total awarded
  5. 5
    Groupe TACT
    1 contract won· latest December 30, 2023
    CAD $599.5K
    total awarded

Unisys Canada Inc. is the most likely incumbent, based on how often and how recently they have won this buyer’s work in this category. To displace them, expect to need a clearly stronger proposition or price.

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