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Toronto, Ontario, Canada
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1K followers
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Articles by Craig
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Risk Analysis for Real Estate Investing
Risk Analysis for Real Estate Investing
As a side project, I put together a Real Estate Investment Calculator to help people analyze the probabilities of real…
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2 Comments -
Update on Machine Learning Stock Trading Algorithm PerformanceDec 2, 2017
Update on Machine Learning Stock Trading Algorithm Performance
As a few of you know, I've been spending my spare time applying machine learning to stock trading. It has morphed into…
73
13 Comments
Activity
1K followers
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Craig Boudreau shared thisI just had my first iPhone app published in the Apple App Store, written entirely with Claude Code. Amazing how good that tool is. The app lets you connect two iPhones and use the flash from one when taking photographs with the other, giving you some cool lighting effects. (It's free for anyone who is interested - you just need two iPhones, so try with your friend). https://lnkd.in/et7Px3kK
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Craig Boudreau shared thisIf anyone wants AI to help them understand a topic, Google's NotebookLM is amazing. Give it a prompt of what you're interested in, it finds sources (or lets you add your own) and generates videos, podcasts, slidedecks or flashcards to explain it. Here's a video it put together for me in 10 minutes to explain OneStream financial analytics software (after I couldn't find anything suitable on Youtube).
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Craig Boudreau reposted thisCraig Boudreau reposted thisJoin a dynamic team at Infrastructure Ontario and leave your mark on major infrastructure projects shaping Ontario’s future! We’re looking for talented professionals to join our Cost Control group.
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Craig Boudreau reposted thisCraig Boudreau reposted thisCheck out this job at Infrastructure Ontario: Project Services Manager. Our team is growing!
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Craig Boudreau reposted thisCraig Boudreau reposted thisJoin a dynamic team at Infrastructure Ontario and leave your mark on major infrastructure projects shaping Ontario’s future! We’re looking for talented professionals to join our Cost Control group.
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Craig Boudreau reposted thisCraig Boudreau reposted thisI just love this. The new =COPILOT() function in Excel lets you analyze, generate content, and brainstorm directly in the grid!
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Craig Boudreau shared thisThe Stewart Review is an interesting read about the lessons learned from the UK's £50B+ HS2 High Speed Rail project. https://lnkd.in/g9s7nvhZ
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Craig Boudreau shared thisA big thank you to our partners at Kahua for hosting the Canada Capital Project Forum. It was a great opportunity to learn from other organizations using the Kahua platform and network with the Kahua user community in Toronto. A special thanks to Aleks Moffett from Walters and Jamie Lauzon from MTO for appearing on the Q&A panel with me, AJ Waters for moderating and Amy Glowczynski, MBA and team for making it all possible.
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Craig Boudreau reposted thisCraig Boudreau reposted thisWhat an incredible day at the Kahua Canada Capital Projects Forum! 🇨🇦 Insightful presentations from Infrastructure Ontario, Ontario Ministry of Transportation/ Ministère des Transports de l’Ontario and Walters Group on their innovative use cases and journeys with Kahua as well as thoughtful sessions by Deloitte and Superset Infrastructure. Can’t wait until next year! #enablinginnovation #constructiontech
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Craig Boudreau liked thisAmazing key outcomes for our awesome local customer Walters Group. We appreciate your leadership and continued partnership.Craig Boudreau liked thisWalters Group has been an incredible Kahua customer for several years now. They've always impressed me with their internal teams and ability to integrate their previously manual, unique processes into Kahua. Seeing the efficiency gains quantified really puts the value of a strong partnership into perspective. Thanks to Ed and Alex for their leadership. Key outcomes: • Month-end reporting is 8× faster • One reliable source instead of 20+ cost-related files • Better risk and cost detection https://okt.to/byQkWv
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Craig Boudreau liked thisIt’s been an incredible journey over my nearly two-decade career at Burns & McDonnell, particularly in our Program Management group! For the past two years, I’ve had the privilege of leading some of the industry’s most talented individuals on some of the largest and most complex endeavors of our company! I’ve also had the opportunity to support the development of our next generation of leaders through our Program Management Summit and the Emerging Leader Program, spearheaded by Kristin Rodriguez, PMP. A huge Thank-you to this year’s group of ELs for all the time, hardwork and dedication to make this year’s summit the best yet!! The future of our group is brighter than ever before! #ProgramManagementCraig Boudreau liked thisThe 2026 Burns & McDonnell Program Management Summit is now officially done! The learning opportunities and being able to meet our team that is distributed across North America was fantastic. Add on the learning growth from dozens of amazing leaders and the event reaches an entirely new level. It was a great to experience to work with Lucy Smith, Lauren O'Donnell, Katherine Sutton, Danylo Khodakovskyi, PMP, and Kristin Hrubik to set up and plan this event. Thanks to James Duehning, PE and Tom Rosenbaugh for their dedication to growth of our team as teammates and individuals. Consistent improvement and growth is foundational for us to achieve increased successes in the future. That starts with learning situations in which iron sharpens iron. It is exciting to implement new skills through the remainder of 2026 and beyond! #burnsandmcdonnell #createamazing #growth #learning
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Craig Boudreau liked thisCraig Boudreau liked thisI’m pleased to be delivering the keynote at Giga Projects: Transforming Infrastructure Delivery Through Leadership and Sustainability at Northeastern University. 📅 April 27 | 5:00–8:00 PM 📍 Hybrid (Toronto + Virtual) Register: https://lnkd.in/emfT5Vvd As infrastructure projects continue to grow in scale and complexity, the conversation around leadership, governance, and sustainability has never been more important. I look forward to sharing perspectives on how we can successfully deliver giga projects while balancing risk, performance, and long-term impact. This event brings together leaders from Project Management Institute, CIOB, Chartered Institute of Arbitrators, along with students and emerging professionals.
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Craig Boudreau liked thisCraig Boudreau liked this🚆 GO Expansion Town Hall: Alignment in Action 🚆 Yesterday’s Accenture’s Infrastructure and Capital Projects GO Expansion Town Hall, led by Declan Keane FIIRSM, reinforced a simple truth: how teams align is just as important as what gets delivered. From business updates and work winning priorities to talent, capability, delivery, and digital transformation, the conversation was clear, focused, and forward looking. It aligned teams around a common direction and what it will take to move forward successfully. What stood out most was the collective commitment to building something meaningful and future ready. Ownership extended beyond individual roles, and when teams are invested in each other’s success, momentum carries far beyond any single initiative. From a talent acquisition lens, leading recruitment for one of Canada’s most significant transit transformations while partnering with leaders who truly value both people and outcomes is incredibly rewarding. It is in these moments that the right talent creates meaningful and lasting impact. Thank you to Declan Keane FIIRSM, John Dorman, Ali Montaser, PhD, PEng, PSP, PMP, Michael Armel, PMP, CSM, Saba Zadmajid, PMI-SP, Laya Sedghy, Stacy Pollack, Raghu Rajendran, and Mona Rezaei, MSc., PMP®, CMS and for such an insightful and energizing session. The talent here goes beyond delivering. As a team, they challenge, support, and elevate one another, raising the bar one track at a time. 💫 #GOExpansion #TeamAlignment #TalentInAction #FutureReadyTeams #BuildingMomentum #AccentureCareers -------------------------------------------------- ♻️ If this resonates, share it forward. ➕ Follow Natasha Sleem-Gardiner for fresh insights on talent acquisition, leadership, and navigating both personal and professional growth with purpose.
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Craig Boudreau liked thisCraig Boudreau liked thisWalters Group has been an incredible Kahua customer for several years now. They've always impressed me with their internal teams and ability to integrate their previously manual, unique processes into Kahua. Seeing the efficiency gains quantified really puts the value of a strong partnership into perspective. Thanks to Ed and Alex for their leadership. Key outcomes: • Month-end reporting is 8× faster • One reliable source instead of 20+ cost-related files • Better risk and cost detection https://okt.to/byQkWv
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Craig Boudreau liked thisCraig Boudreau liked thisWhen your finance team spends half a day chasing numbers, something’s broken. The Walters Group was managing 30–50 active projects tracked differently across spreadsheets, folders, and disconnected files. Month-end reporting meant digging through project documents and reconciling budgets just to understand the numbers. By moving project controls and financial data into Kahua, Walters created a single financial view across projects. Now automated reporting pulls the information together in one place, cutting monthly reporting from half a day to about 30 minutes and giving leadership clearer insight into project performance. The result: • 8× faster month-end reporting • One source of truth instead of 20+ files per project • Earlier visibility into risks, costs and changes When project data lives in one place, finance teams stop chasing numbers and start analyzing them.
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Craig Boudreau liked thisCraig Boudreau liked thisThis year, we’re proud to celebrate 15 years of Modus Strategic Solutions. During this time, we’ve had the privilege of advising on complex capital programs and major infrastructure initiatives that matter deeply to the organizations, communities, and industries they serve. As we mark this milestone, we’re grateful for the trust our clients and collaborators have placed in us, and we’re excited for what comes next. https://lnkd.in/gJgk5cJV
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Craig Boudreau liked thisCraig Boudreau liked thisCapital programs don’t happen in spreadsheets. They happen in places. As owners manage increasingly complex portfolios across cities, campuses and regions, visibility can’t live in silos. Financial controls and asset data need to connect with geography. That’s why we’ve integrated Kahua with Esri’s ArcGIS platform. Now, capital program data from Kahua can be visualized directly within ArcGIS, aligning spatial intelligence with authoritative program controls. Owners can see how dollars, risk and progress perform across locations, without losing the rigor of structured workflows and cost governance. This is about more than mapping projects. It’s about strengthening oversight, improving situational awareness, and enabling better long-term asset decisions. We’ll be at the Esri Partner Conference this week sharing more. If you're thinking about how geospatial insight and capital program management should work together, let’s connect.
Experience & Education
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Infrastructure Ontario
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Licenses & Certifications
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PEng - Professional Engineer
The Association of Professional Engineers and Geoscientists of Alberta (APEGA)
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Publications
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Using Historic Data to Improve Monte Carlo Prediction of Project Outcomes
AACEi
This paper presents a model using historic data from past projects to predict the final costs for
similar projects through the use of Monte Carlo simulation. This model uses job-to- date
measurements for ten (10) key performance indicators (KPIs) combined with known historic
progression of these KPI’s to estimate the probable range of project cost at completion. Three
different Monte Carlo models are developed, which vary based on inclusion or exclusion of input
documents such as…This paper presents a model using historic data from past projects to predict the final costs for
similar projects through the use of Monte Carlo simulation. This model uses job-to- date
measurements for ten (10) key performance indicators (KPIs) combined with known historic
progression of these KPI’s to estimate the probable range of project cost at completion. Three
different Monte Carlo models are developed, which vary based on inclusion or exclusion of input
documents such as construction schedules and indirect staffing plans. To understand the historic
progression of the ten (10) KPIs used in the Monte Carlo simulation, eleven (11) projects in the
Western Canadian heavy industrial construction sector are examined.
Projects
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Magic Dart Machine Learning Stock Trading Algorithm
- Present
Implemented an automated stock trading algorithm using Machine Learning to analyse historic technical data and perform automated trading on the TSX exchange. Applied algorithms include ada boosted decision trees and random forest regression implemented through Knime Analytics and executed via the Interactive Brokers API Interface . Over the first 3 months of trading this is currently achieving over 200% annualized rate of return (although this is likely too good to last).
Test Scores
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GMAT
Score: 720
95th Percentile
Languages
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English
Native or bilingual proficiency
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French
Professional working proficiency
Organizations
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Professional Engineers Ontario (PEO)
Member
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AACEi
Association for the Advancement of Cost Engineering International
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Apega
Professional Engineer
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Engineers Nova Scotia (formerly APENS)
Professional Engineer
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PMI
Project Management Institute
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Tarek El-Sewafy, M.Sc., MBA, PMP, PQS, MCIArb
Constrata Consultants • 25K followers
When was your last probabilistic stress test for schedule overruns? Ontario megaproject audits show a 42% average schedule slippage above baseline P6 forecasts. You operate in a regulatory ecosystem that blends CSA S478 durability mandates, ISO 31000 risk principles, and, in the MENA, the 2017 FIDIC Red Book. Each standard frames uncertainty differently, yet all converge on one definition: risk equals the effect of uncertainty on objectives, measurable through likelihood and consequence. Proper quantification therefore demands both deterministic and stochastic inputs calibrated to regional labor-productivity indices. Our review of thirteen transportation and social-infrastructure projects, valued at CAD $12.8 billion, revealed that deterministic CPM alone captured only 60% of realized delay drivers. The other 40% stemmed from interactive risks—weather clusters, change-order cascades, and supply-chain volatility—that escaped critical-path logic. In dollar terms, that blind spot inflated contingency drawdowns by an average of 2.3% of contract value—roughly CAD $294 million across the sample. You can close the gap by integrating a three-tier Monte Carlo analysis at each stage gate. Start with a 30-simulation “rapid scan” during concept to identify dominant variables. Expand to 300 simulations at 60% design to stress test combined threats. Lock in a 3 000-iteration run before tender, coupling P10/P90 confidence bands with earned-value baselines. Projects in our dataset that applied this framework limited final schedule variance to ±7% and preserved contingency within 0.8% of original allocation. The discipline needed is modest: one risk analyst, a validated parametric library, and strict governance tying funding release to updated confidence levels. How are you currently embedding stochastic evidence into your gate reviews, and what barriers remain in Ontario and MENA jurisdictions? Share a case, a question, or a counterpoint below so we can compare lessons learned. Collective insight sharpens foresight, especially when budgets tighten and political scrutiny intensifies across regions. Let’s elevate predictable delivery and certainty together today. #Construction #BIM #RiskManagement #MENAConstruction #OntarioInfrastructure CitiesCore CAT Constrata Consultants
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Tarek El-Sewafy, M.Sc., MBA, PMP, PQS, MCIArb
Constrata Consultants • 25K followers
Schedules slip; margins evaporate; trust erodes—often before anyone notices. Over fifty audits of major Ontario and GCC projects reveal a silent culprit: data latency. You can eliminate it, but only if you rethink information logistics from excavator to executive. ISO 19650 defines a Common Data Environment as the single source of truth throughout an asset’s lifecycle, yet most field teams in our sector still circulate PDFs and verbal updates. When file transfers lag beyond 24 hours, decision cycles breach the 48-hour threshold identified in the Construction Industry Institute benchmark, doubling coordination clashes in the next work package. On an 800-million-dollar transit extension we reviewed last quarter, missing geotech revisions propagated for three days, triggering 6,400 cubic metres of rework and a $5.8-million MAR claim. Multiply that by the average dispute resolution cost ratio of 1:3 in the MENA region, and you face an avoidable $17.4-million drag on contingency. You stop the bleed by hard-linking field sensors, design models and cost platforms to a real-time CDE gateway. Start with the excavation phase: deploy GNSS-enabled earth-moving equipment feeding cut-fill metrics directly into the 5D schedule; our pilot on the Hurontario LRT shaved 11 percent from cycle times. Layer in automatic transmittal governance—every drawing carries a machine-readable status code aligned with AIA E203, and the system rejects outdated files at upload. Your projects already generate the data; your leadership is what turns it into foresight. Which latency bottleneck will you tackle first—field capture, model coordination or commercial reporting? Share your priority below so the community can crowdsource solutions. I will compile the most practical answers into a reference checklist and circulate it to everyone who comments, ensuring you have a ready template for your next pre-construction kickoff. Together, we can close the information gap before it widens into the next multimillion-dollar dispute. Act now. #Construction #BIM #RiskManagement #DisputeAvoidance #OntarioInfrastructure CitiesCore CAT Constrata Consultants
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Constrata Consultants
735 followers
Change orders are rarely random. Eighty-three percent originate from preventable scope gaps found during design-development interfaces. AACE International’s Recommended Practice 31R-03 defines a scope gap as the variance between defined and delivered work packages. In Ontario’s 2022 Infrastructure Risk Report, average downstream cost escalation linked to unresolved gaps reached 12 percent of contract value, mirrored by 10-15 percent across GCC mega-projects. Left unchecked, interface ambiguities cascade: procurement delay (average 7.4 weeks per package), compounded insurance reserves, and an 18 percent rise in dispute likelihood per ICC case records. Veteran planners in Ontario Hydro’s refurbishment program adopted a weekly “rule of ten” risk screen—flagging any interface likely to affect ten trades or more. Translated to arid-region logistics, the same trigger equates to convoy scheduling on routes where ambient mid-day temperatures exceed 45 °C, a parameter that inflates equipment idle time by 6 percent according to ASHRAE 2023 datasets. Integrating environmental triggers into the scope matrix prevents late-stage constructability surprises regardless of latitude. Experienced MEP coordinators also caution that 2D review alone overlooks nearly half of tolerance conflicts inside congested vertical shafts; our compiled clash logs show 0.47 in average clearance violations undetected until laser scanning validates the as-built model. Our examination of forty-one design-build schedules shows that introducing a disciplined requirements traceability matrix before the 30 percent design freeze cuts gap-induced change events by 42 percent. Pairing that with BIM-enabled clash detection at LOD 300 shortens coordination cycles by nineteen days, while ISO 19650-compliant information exchanges provide an auditable thread for claims defence. At Constrata we embed best practice through our methodology delivering predictable capital outcomes and minimized contractual friction. Let us co-create resilient programmes because market volatility no longer grants buffer room for avoidable error. Which scope-alignment technique has delivered the greatest dividend on your recent projects? Share your insight below today. #Construction #BIM #RiskManagement #MENAConstruction #OntarioInfrastructure #ConstrataInsights @CitiesCore CAT
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Constrata Consultants
735 followers
Budget certainty dies when data silos thrive. In 2024, reactive information management still inflates capital programme overruns by an avoidable 22 %. ISO 19650 defines a Common Data Environment as the single source of information for any given project, yet recent audits across Ontario P3 and GCC/MENA EPC frameworks expose fragmented metadata in 63 % of contract files. That fragmentation, costed under AACE 29R-03, equates to CAD 4.6 M per every CAD 100 M of works, largely through duplicated RFIs and time-related preliminaries. FIDIC 2017 Clause 20 revisions sought to stem the tide, but ICC statistics show claim frequency has still risen 38 % in two years because evidentiary packages remain incomplete. The risk is structural, not regional. Whether you steward a subway extension in Toronto or a desalination plant in Riyadh, unstructured documents migrate across platforms and erode contemporaneous records within 48 hours of issue, triggering disputes that can freeze 5 % of monthly cashflow. Actionable insight: embed a federated CDE taxonomy before tender. Map each WBS activity to a unique document classification, reference revision state with ISO 8601 time stamps, and automate early-warning notices to mirror Clause 20.2’s 28-day clock. Consulting benchmarks from the CIOB Digital Contract Playbook show that teams following this discipline cut adjudication exposure by 41 % and release retention 30 days sooner. Pilot studies on three continents confirm the protocol requires no additional software spend, only disciplined metadata governance and senior-level accountability at contract board reviews. At Constrata we embed best practice through our methodology delivering verified information flow, balanced risk allocation and measurable cost confidence. Let us co-create resilient projects because capital markets now reward evidence-based governance above every other performance metric. How are you closing your most persistent information gap before the next contract award? Share the single protocol that moved your performance needle and let peers learn from your experience. #Construction #BIM #RiskManagement #DisputeAvoidance #OntarioInfrastructure #ConstrataInsights CitiesCore CAT
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CitiesCore CAT
415 followers
Schedule certainty is no longer optional—and data proves it. Projects across Ontario and the GCC lost $12 billion to predictable delays last year. ISO 19650 defines project information requirements and exchange protocols, while AACE 29R-03 quantifies cost-and-schedule risk with Monte Carlo simulations calibrated to a 30 percent coefficient of variation. When integrated with PMBOK’s adaptive life-cycle guidance, these standards establish a defensible baseline for mega-project governance. Eighty-four megawatts of hospital and rail capacity in Ontario alone currently sit idle because baseline programmes were approved at P50 instead of P80 confidence, according to 2023 Auditor-General data. That single decision typically raises total installed cost by 6-9 percent and doubles claim exposure under FIDIC Sub-Clause 20.2. Applying a three-point estimate across 12 critical path work packages, then running 10,000 stochastic iterations, elevates schedule certainty from 47 percent to 82 percent before ground-break. The additional modelling effort averages 0.15 percent of construction value—far below the 3–5 percent contingency routinely consumed by rework. Implementing an integrated baseline review within thirty days of contract award aligns stakeholders on risk triggers and escape strategies. By locking in float ownership clauses and digital progress KPIs derived from Earned Schedule, experienced owners reduce dispute probability by 27 percent across the contract term. In arid MENA environments, temperature variance forces concrete cure re-sequencing up to 18 times per season, yet only 31 percent of master schedules incorporate ASTM C1064 heat index adjustments. Integrating weather analytics into the risk register adds mere hours but prevents weeks of cumulative slippage and safeguards thermal mass performance requirements for critical structural elements. At CitiesCore we embed best practice through our expertise, delivering data-driven risk baselines that protect capital programmes. Let us co-create resilient schedules because unchecked delay threatens public trust and erodes profit in every market cycle. Which risk metric secures your board’s sign-off—P75, P80, or a bespoke threshold? Share your benchmark below with peers. #Construction #BIM #RiskManagement #MENAConstruction #OntarioInfrastructure #CitiesCoreInsights Constrata Consultants
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Maxim Sytchev
National Bank Financial • 3K followers
AI engineering consulting “disintermediation” fears are still the headline — but this earnings cycle added more substance to the rebuttal. Discussing WSP and Stantec results in The Globe and Mail's Inside the Market roundup (thank you Dave Leeder for the mention). Key takeaways: 1) WSP: the “moat to disruption” case is getting clearer (and the setup is better after multiple compression). Management laid out (well) why engineering consulting isn’t like other business services on an AI disruption curve: physical outcomes, complexity, professional/legal liability, multi‑party interfaces, changing scopes, idiosyncratic project work — and proprietary datasets trained on years of execution. What matters for the stock from here is straightforward: consistent execution (we’re getting it) + a step‑up in growth (helped by less U.S. volatility, easier comps in Nordics/APAC, and momentum in Power / mission‑critical / transit / water / defense). After ~500 bps of multiple compression since last summer, the “expectations hurdle” looks much more palatable. 2) STN: AI as an enabler + contracting nuance is being underappreciated. STN framed AI as a productivity enhancer, not a replacement for human capital — and, importantly, addressed the bear thesis around time‑and‑materials exposure: public clients (outside defined P3s) often *prefer* T&M when scope isn’t precisely defined. A reminder the market tends to forget: ~50% of STN’s topline is tied to PUBLIC entities. Looking ahead, we see a constructive mix of (i) U.S. organic growth reacceleration (U.S. is >50% of revenue), (ii) an active M&A pipeline (Power / Europe / AUS), and (iii) margin expansion driven by a 50/50 blend of process efficiency + scale. 3) Linking back to the pre‑earnings debate. Ahead of this print, I shared similar thoughts with La Presse: the “prompt → finished bridge” narrative is exaggerated, and the more realistic outcome is workflow acceleration + margin opportunity for scaled Tier‑1 platforms with governance and client trust. (Links in comments) NBF Disclosures: https://lnkd.in/gz6_YRCX #Infrastructure #Engineering #AI #Productivity #CapitalMarkets #Canada #WSP #Stantec #Equities #investmentideas National Bank Financial Jean-Philippe Cousineau Matthew Grennier Greg Colman Kazim Naqvi Roman Pshenychnyi, CFA, CAIA
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Abubakr Fedail
AMA • 689 followers
🎓 Coming Soon from TLNT Canada: Project Management from Scratch: A Complete Introduction Based on PMBOK® Guide – 8th Edition I’m thrilled to announce the upcoming launch of this foundational course—designed for professionals who want to understand project management from the ground up and prepare for the next step: PMP® readiness. 🔹 Start with zero experience. This course is built for those new to project management. We guide you through the essentials—what a project is, how it’s structured, and why it matters. 🔹 Discover the other side of project management. It’s not just about tools and timelines. You’ll explore how project management shapes decisions, communities, and lives—through ethics, risk, and uncertainty. 🔹 Learn through real case projects. From launching a community-based emergency app to navigating stakeholder complexity, each module is grounded in real-world scenarios. 🔹 Navigate the PMBOK® 8th Edition with clarity. You’ll build fluency in scope, time, cost, quality, value, and stakeholder alignment—using the principle-based approach of the latest PMBOK® Guide. 🔹 Your launchpad to certification. While this course doesn’t replace PMP® prep, it equips you with the mindset, vocabulary, and structure to confidently take that next step. 📚 Self-paced | Visual-first | Actionable 🌐 Launching soon via TLNT Canada 👥 Ideal for engineers, technologists, technicians, junior project managers, internationally trained professionals, and anyone seeking a solid foundation in project management. Let’s build the future—one ethical, effective project at a time. #ProjectManagement #PMBOK8 #TLNTCanada #Leadership #Ethics #RiskManagement #ProfessionalDevelopment #CapstoneSimulation #LifelongLearning #PMPPrep #VisualLearning
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Tyler Karl
Aixal Consulting • 25K followers
Ever wondered what goes into the engineering of an 83-storey landmark? Now you get to find out ⤵️ In an article for Construction Canada, Tanya Martins spoke to Kevin MacLean – principal at RJC engineers – about M3, an under-construction building at M City in Mississauga, Ontario. Standing at 83 storeys, M3 will be the tallest building in Mississauga and the tallest Canadian building outside of Toronto. Because of this, it represents a key milestone in suburban high-rise development and vertical living in Canada. According to MacLean, as M3 is the first of its kind, it has brought its own unique challenges. For example, designing a tower of this scale in a suburban context meant the site’s zoning, wind and urban integration strategies broke new ground. The development of this structure not only marks a significant engineering achievement, but it also demonstrates how suburban centres across Canada can evolve into modern, urban hubs. Read more about M3 in the full article: https://lnkd.in/gP_9c6RN
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ASHRAM | Project Management Consultancy
52 followers
📊 500,000 vs. 1,000 That is the gap between PMP holders and PgMP holders in Canada and the US. Most teams are great at managing individual projects, but they struggle to: 1️⃣ Handle multi-project complexity 2️⃣ Coordinate resources across different projects 3️⃣ Maintain strategic alignment The difference? Program Management vs Project Management If you want to manage millions in scope, you must shift your mindset: ❌ From Tasks → ✅ To Outcomes ❌ From Timelines → ✅ To Strategy The filter for every decision: Does this move the business forward, or is it just noise? #ProjectManagement #SMB #PMO #ForwardThinking #PgMP
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Hammed Bello, MSc, PQS, RQS
George Brown College • 453 followers
The "Innovation Catalyst" Narrative Leveraging New Technologies for Cost Certainty The Canadian construction industry has always impressed me with its resilience. We navigate supply chain shocks, labour shortages, regulatory change, and still deliver complex projects across vast geography. But I have also seen how slowly we sometimes adopt the tools and processes that could make those projects more predictable and financially secure. Over the past few years, clients have asked me to help them deliver faster, tighter, and more sustainably. The margin for error is shrinking. A misaligned estimate or a late design change can carry serious financial consequences in today’s market. What I’ve observed is that many teams are still relying heavily on traditional estimating methods that were built for a different era. Spreadsheets and static reports have their place, but they often limit visibility into how costs shift as designs evolve. Quantity Surveyors role has gradually shifted because of that reality. We no longer just measure quantities and report totals. Increasingly, We operate as innovation catalysts within the project team. By integrating digital modeling environments, real-time cost tracking, and advanced data analytics into cost planning workflows, we create a more connected and responsive system. Cost information is no longer isolated; it evolves alongside design development. I recall a project where a significant design revision would traditionally have required days of recalculation and manual coordination. Instead, we were able to analyze the financial implications almost immediately, allowing the team to make an informed decision without losing schedule momentum. Automated quantity extraction and data-driven validation processes have also reduced the risk of human error. This improves accuracy, consistency, and transparency particularly on complex projects where small discrepancies can escalate quickly. What I value most is the change in conversation this approach creates. Instead of reacting to cost overruns, we discuss financial implications in real time, while options are still open and flexibility remains. For me, innovation is not about adopting technology for its own sake. It is about equipping clients with clarity. When they understand the financial impact of their decisions before construction begins, they proceed with confidence and that is where genuine cost certainty begins. #QuantitySurveyors #America #Canada #Torornto #Costmanagers #Commercialmanagers #Costconsultants #Costengineers #ProPlanix #Ontario #GTA #Construction #Realestate #Infrastructure
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Farzad Rayegani, Ph.D., P.Eng., FEC.
Engineers Canada • 6K followers
Over three years and through extensive stakeholder engagement, Engineers Canada has advanced the Futures of Engineering Accreditation (FEA) project, culminating in the FEA Path Forward Report. This initiative continues under Realizing Futures of Engineering Accreditation, building on prior momentum. Launched in 2021, the project aimed to assess Canada’s engineering accreditation system, evaluating its effectiveness and identifying improvements to align with evolving industry needs. As a strategic priority in Engineers Canada’s 2022-2024 Strategic Plan, the FEA team conducted benchmarking analyses, reviewing international accreditation models and emerging trends in engineering education. Through workshops, interviews, and surveys, they engaged regulators, educators, deans, engineers-in-training, employers, and industry professionals. The result—the FEA Path Forward Report—presents 18 recommendations designed to modernize Canada's engineering accreditation system, ensuring it remains inclusive and forward-looking. As Engineers Canada transitions into its 2025-2029 Strategic Plan, this report provides a foundation for the new strategic direction: Realizing Accreditation and Academic Assessments. Implementation of approved recommendations is now underway, alongside continued collaboration with the Engineers Canada Board. For updates on ongoing developments, subscribe to the Accreditation Matters newsletter. Engineers Canada Colleges and Institutes Canada Ontario Society of Professional Engineers Polytechnics Canada Professional Engineers Ontario #EngineeringAccreditation #EngineeringEducation
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Sumandeep Kaur
Aixal Consulting • 7K followers
Ever wondered what goes into the engineering of an 83-storey landmark? Now you get to find out ⤵️ In an article for Construction Canada, Tanya Martins spoke to Kevin MacLean – principal at RJC engineers – about M3, an under-construction building at M City in Mississauga, Ontario. Standing at 83 storeys, M3 will be the tallest building in Mississauga and the tallest Canadian building outside of Toronto. Because of this, it represents a key milestone in suburban high-rise development and vertical living in Canada. According to MacLean, as M3 is the first of its kind, it has brought its own unique challenges. For example, designing a tower of this scale in a suburban context meant the site’s zoning, wind and urban integration strategies broke new ground. The development of this structure not only marks a significant engineering achievement, but it also demonstrates how suburban centres across Canada can evolve into modern, urban hubs. Read more about M3 in the full article: https://lnkd.in/gahB7Qi7
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Arcadis
1M followers
At #IAM #NorthAmerican conference 2025 in #Montreal, we are proud to share success stories from modernizing AIP systems, and how this transformation is reshaping infrastructure decision-making. Learn how #InfrastructureOntario is transforming its Asset Management Information Systems (AMIS) to unlock real value.
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CPCS
15K followers
With Canada’s focus on major infrastructure projects of national interest, one thing is clear: these projects will need proven project assurance expertise. Project assurance is that “purposeful and critical friend” who brings objectivity and perspective to a project, helps steer it in the right direction, and relentlessly focuses on benefits realization. At a local level, Metrolinx considers us that “purposeful and critical friend” they can turn to for project assurance advisory. They selected us as part of a 5-year vendor-of-record contract to help them keep Ontario’s biggest transit capital projects on track (https://lnkd.in/e9G9ai4F). We know Metrolinx will be in good care with our Senior Major Projects Advisors, including Steve Allen, Carol Deveney MAPM, and Michael Colella who will provide expertise in project sponsorship, assurance, and management of major transport projects. In Canada, CPCS is a Major Projects Advisor to some of the country’s largest infrastructure initiatives, including Metrolinx, but also Alto, Canada’s electrified high-speed rail project, Alberta’s passenger rail master plan, and British Columbia’s goods movement strategy. Learn more: MajorProjectsAdvisor.ca #Canada #Ontario #Alberta #BritishColumbia #MajorProjects #Transit #Transportation #ProjectManagement #ProjectAssurance #ProjectGovernance
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Terry Pearson
LIDA Homes Inc • 1K followers
🏠 Advocacy Update – CHBA BC 🌟 CHBA BC’s latest Advocacy Update offers significant insights for industry professionals navigating regulatory and policy shifts in British Columbia. Here are the highlights: 1. Code & Technical Changes Adaptable dwellings and enhanced earthquake-resilient design standards are officially in effect as of March 10, 2025—incorporating direct industry feedback from CHBA BC to better align construction with real-world needs chba.ca+9 chbabc.org+9 chbabc.org+9 . 2. Government Relations & Advocacy Tools The newsletter provides members with updates on legislative changes, government relations efforts, and codes and innovations—a critical resource for staying current in our heavily regulated sector chbabc.org . 3. Member Value & Community CHBA BC reaffirms its role in uniting local affiliates under a powerful provincial and national network, amplifying the collective voice of over 2,300 member firms chbabc.org+7 ca.linkedin.com+7 chbabc.org+7 . ✅ What this means for you: If you're involved in design, permitting, or construction—especially regarding adaptable housing or seismic upgrades—this update contains essential guidance. Leveraging CHBA BC’s insights and member tools helps your projects stay compliant and ahead. 📌 Next Steps: Read the full Advocacy Update via CHBA BC’s website. Share it with your project teams and planners. Stay tuned for upcoming webinars, stakeholder consultations, and local advocacy opportunities. Strength in numbers: your voice matters. CHBA BC is keeping our industry informed, heard, and ahead of regulatory change. Let’s continue to build responsibly and innovatively across BC.
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Mark Lo Gullo
Seneca College • 519 followers
📝 ISO 45001 Is Showing Up in Ontario Tenders—Are You Ready? 🛠️ ISO 45001 is quickly becoming more than a best practice—it's a requirement, just like COR. We're now seeing more tenders and RFPs—especially in public infrastructure and large-scale private projects—asking for ISO 45001 certification or COR. For construction owners, this isn’t just about safety—it’s about staying competitive. ✅ Qualify for more bids ✅ Demonstrate leadership in OHS ✅ Build trust with clients and regulators ✅ Protect your workforce and your bottom line If your safety system isn’t ISO-aligned, it might be time to act. 📣 Owners: Have you started seeing ISO 45001 in your bid documents?
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Rudi V.
Canadian Infrastructure… • 3K followers
Across a number of large scale infrastructure programs I’ve been involved in recently — in BC, Alberta, and the North — a similar pattern keeps showing up. In the early stages — programming, scoping, and options analysis — there’s a tendency to treat time and budget as flexible while the ‘right’ solution is explored. As those same programs move forward, those early decisions start to carry real weight. Early major calls create clarity around scope. Then realistic options to deliver that scope and that can be delivered within budget and schedule create the conditions precedent for success. Interested in how others are approaching this at the front end — particularly with Renew's Top100 Project Dinner on May 12, 2026 coming up. Looking forward to the discussions.
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Joe Essenburg
Enry • 1K followers
1.21 gigawatts! The power to send the DeLorean back in time, and also the cap Alberta has put on new AI data center projects (well, 1.2GW). For reference, that's enough to power a medium-sized city. "Alberta is driven to be North America’s destination of choice for AI data centres," said premier Smith as she proposed a $100BN plan to attract them to Alberta. Is it a good fit? AB has these things going for it: - A current surplus of electrical capacity - Colder temperatures (the centres need a lot of cooling) - Available space previously reserved for projects - A unique electricity market and pricing scheme - Industry experience available for building new assets In response, 29 new projects have already been proposed. But if Texas is any cautionary tale, growth too fast can lead to blackout risks. So for now there's a speed limit imposed: 1.2 gigawatts max on new projects until 2028. AI electrical demands are pushing us into Sci Fi territory as countries compete for supremacy. What do you think, would you be in favor of a big AI expension in Alberta? As an investor, where else would you look to support the energy growth? #AI #energy #alberta
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Ryan Blackwood
HDR • 3K followers
Six Months In. Here’s What I’m Seeing. I joined HDR six months ago to build our data centre and mission critical practice in Canada. Since then, I’ve been focused on developing our Canadian capability while delivering hyperscale infrastructure in the U.S. at a scale and pace I hadn’t experienced before. That experience has made a few things clear. The scale is different The programs I’m working on in the U.S. aren’t single buildings. They’re integrated infrastructure systems. Power generation, substations, distribution networks, campus-scale water and cooling, civil works, and the data centre facilities themselves, all designed and delivered as one coordinated effort. Some campuses are planned with compute capacity that rivals or exceeds what entire regions currently operate. Every discipline is engaged early. Decisions in one area influence several others in real time. Delivery timelines compress what once took years into months. This wave is arriving in Canada Canada’s data centre market is growing rapidly and is on a trajectory to more than double by 2030. There is significant active development across multiple provinces, backed by billions in public investment in sovereign AI compute. Canada also has structural advantages that are difficult to replicate elsewhere: one of the cleanest electricity grids in the world, natural cooling advantages, competitive power markets, and strong engineering talent. As projects scale, they’ll increasingly require integrated delivery models where power and compute are designed together as systems. That shift is beginning, and it will shape the next phase of this market. What I’m focused on My priority is to build capability, strengthen our presence, and ensure HDR is well positioned as this market evolves. I’m recruiting across electrical, mechanical, structural, civil, controls, project management, architecture, and telecommunications. Some of the team is gaining experience on U.S. hyperscale programs, which helps build the depth and delivery pace needed for Canadian opportunities. I’m also working closely across HDR’s power, water, and energy groups, because data centres at this scale are infrastructure projects. The ability to deliver integrated systems across disciplines will be increasingly important. Early days Six months in, I’m still learning the nuances of each provincial market. But the combination of hyperscale delivery experience in the U.S. and the momentum building in Canada makes this one of the most compelling infrastructure opportunities I’ve worked on. If you’re operating in this space, I’d welcome the conversation. And if you’re an engineer looking to work on projects at true infrastructure scale, let’s connect.
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Bill Whitelaw
Future Summit • 31K followers
FROM THE INFRASTRUCTURE PROJECTS-ON-THE-SHELF FILE... ...the WhiteFox Project in Alberta deserves a second look as an opportunity to "build big" under controlled conditions to demonstrate regional infrastructure competence on the pathway to larger national efforts. WhiteFox was/is a project with plenty of positive tickboxes in our unique post-election "let's-get-'er-done" times. - GHG reductions. - Waste water recycling for hydraulic fracturing. - Jobs creation and rejuvenation of local communities. - Potential for indigenous equity. - Made-in-Alberta solution for infrastructure. Here's a description from the Emissions Reduction Alberta (ERA) website. ERA supported the project in its early days. "The WhiteFox Project will create a centralized treated waste water system that will provide shared, high-utilization, integrated water infrastructure to multiple major energy companies near Fox Creek. The pipeline and associated infrastructure will reduce status quo greenhouse gas emissions by >35 per cent and eliminate the equivalent of >2,400 Olympic-sized pools of freshwater use per year. The project will provide a year-round supply of recycled pulp and paper mill effluent to oil and gas producers. The efficiencies will be generated through pipeline transportation of effluent water in lieu of freshwater withdrawal and transportation by trucking, diesel pumping through lay-flat hose, and diesel heating of water." The project was a partnership of Integrated Sustainability and Alberta Newsprint Company. It would be great to see both companies asked back to the table by the Government of Alberta, Alberta Indigenous Opportunities Corporation and the Canada Infrastructure Bank/ Banque de l'infrastructure du Canada to see what it would take to get Whitefox back on track. Add the the Canada Growth Fund to the list. #infrastructure #energy #buildbig Stuart Torr Mark Dickin Brian Jean Chana Martineau BA, ICD.D Ehren Cory Danielle Smith Mark Carney Timothy Hodgson Rebecca Schulz Justin Riemer Kelly Ogle Kevin Birn Craig Werner
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