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Dear Mr. Al-Rashidi,

When NBAD restructured its credit risk framework in late 2022, most analysts scrambled to adapt. I'd already rebuilt one. At Emirates NBD, I spent 18 months redesigning the SME credit scoring model that underpinned roughly AED 2.3 billion in annual lending decisions — reducing non-performing loan exposure by 19% in the first year of deployment.

The Financial Analyst opening you've posted sits squarely in that space. You're looking for someone who doesn't just run models — you need someone who understands the assumptions underneath them and knows when to question them.

I'd welcome the chance to discuss how that experience translates to your current risk priorities. I'm available at your convenience.

Dear Ms. Tremblay,

Scaling an engineering team from 40 to 140 in under two years sounds like a win on paper. In practice, it nearly broke the product. At Wealthsimple, I was the person brought in to stop it from doing so — and the way we fixed it became the hiring and onboarding framework that cut new-hire ramp time from 11 weeks to four.

Shopify's VP Engineering role is, at its core, the same challenge at a different scale: building the organisational muscle that lets product velocity survive headcount growth. That's a problem I've solved before, and I have a specific point of view on how to solve it here.

I'd value 20 minutes to walk you through it — and to understand where Shopify's engineering leadership is focused over the next 18 months.

Dear Mr. Davies,

The Coventry fulfilment centre ran at 67% throughput efficiency when I joined DHL Supply Chain as shift lead. Fourteen months later it was running at 91% — not through technology investment, but through rescheduling, retraining, and fixing three process bottlenecks that had been tolerated for years because no one owned the problem end-to-end.

Your Operations Manager opening is asking for exactly that kind of ownership. The job description is clear about what you want in terms of output — but what you're really describing is someone who sees operational problems as engineering challenges, not HR ones. That's how I see them too.

I'd like to talk through what that looked like at Coventry, and where it might apply at your Milton Keynes site.

Dear Dr. Al-Ghamdi,

Saudi Aramco's Saudisation commitments under Vision 2030 are not primarily a compliance challenge — they are a talent architecture challenge. I know this because I spent three years at SABIC designing the internal capability framework that increased Saudi national representation in technical management roles by 34%, without eroding the performance standards that make those roles meaningful.

The HR Director role you've opened sits at the intersection of workforce planning, national development, and executive stakeholder management. That's an unusual combination to find in one person — but it describes exactly the scope I've been operating at.

I'd value the opportunity to present my thinking on where Aramco's people strategy intersects with its 2030 obligations, and where I believe the most important work lies.