For shippers & logistics leaders

Ideas that help you ship smarter

This site is built for the people responsible for freight performance: shippers, 3PLs, and operations leaders who need to control cost, choose the right carriers, and improve transportation decisions. It covers the topics that matter in the real world, including freight economics, TMS and data, and practical applications of AI and analytics in transportation. The blog and newsletter share field-tested insights in a clear, straightforward way, with substance over sales language.

David Zhang

Transportation Strategy, Freight Economics, and Analytics · Greater Toronto Area

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What you’ll find here

A few recurring themes—so you know what kind of ideas to expect before you dive in.

Freight economics Spend, lanes, and unit economics you can explain inside your organization.
Carrier strategy RFPs, awards, scorecards, and how relationships show up in performance.
TMS & data What systems are for, where data supports decisions, and where it only feeds reports.
KPIs & scorecards What to measure, how to read it, and how to tie metrics to carrier and network actions.
Practical AI in transportation What creates leverage in routing and operations—and what’s mostly noise.

Browse all articles → · Not sure where to start? Use the guided Start Here →

Start with a topic hub

Freight Cost & Invoice Intelligence — diagnose increases, audit invoices, monitor cost
Carrier Contracts & Rate Analysis — rate tables vs. real invoice behavior
Logistics Data & AI — centralize freight data, EDI vs API, 3PL reporting

Who this is for

Why read this

Freight, TMS, and analytics touch everyone differently—depending on whether you buy capacity, sell it, or run the network. The ideas here are written so you can map them to your role, not generic “logistics trends.”

Why would a shipper read this?

If you own transportation spend, carrier relationships, and service to customers, you need clarity on mode and routing choices, RFPs and awards, scorecards, and how data from your TMS and operations actually supports decisions—not just reports. This site focuses on tradeoffs you defend internally: cost, resilience, and what “good” looks like in your network.

Why would a 3PL read this?

If you operate on behalf of shippers, you live in the gap between promised service and delivered margin—capacity, execution, and technology that has to work across accounts. The writing here speaks to pricing and procurement pressure, operational reality on the dock, and how analytics and AI are sold versus how they behave in multi-client environments—so you can separate what helps your P&L from what sounds good in a deck.

Why would an operations or technology leader read this?

If you bridge IT, transportation, and the business, you care whether systems, data models, and roadmaps line up with how freight actually moves. Expect plain-language framing on where tools help, where judgment still wins, and how to keep initiatives tied to measurable outcomes.

Explore by topic

Four ways into the work

Practical writing on freight cost, logistics operations, data, and AI — from a shipper/operator perspective. Pick the pathway that matches what you are dealing with.

Freight cost

Freight Cost & Invoice Intelligence

Diagnose why cost is rising, audit invoice-level charges, and build a process that catches the next increase.

→ Open the Freight Cost hub

Carrier contracts

Carrier Contracts & Rate Analysis

Read a contract for real invoice behavior — rates, minimums, fuel, accessorials, and billing weight.

⚙ Carrier Contract Scorecard ⚙ Billable and Dimensional Weight Calculator

Logistics data & AI

Logistics Data & AI

Centralize freight data so invoice audit, scorecards, and AI have something reliable to work with.

→ Open the Logistics Data hub

Strategy & operations

Shipper Strategy & Operations

Bigger decisions around freight: partners, fulfillment networks, margin, and mode choice.

→ Browse all articles

Beyond the blog

About the author

Yuzhao (David) Zhang

Transportation strategy, freight economics & analytics · Greater Toronto Area

I’m Yuzhao (David) Zhang, based in the Greater Toronto Area. My work sits at the intersection of transportation strategy, freight economics, and analytics—helping organizations think clearly about how they move product, spend money on carriers, and use data and systems to support real operational decisions, not slide decks.

This site is written for the people who live those tradeoffs every day: shippers, third-party logistics providers (3PLs), and operations and transportation leaders who are accountable for on-time delivery, cost, and carrier relationships. I focus on topics that show up on the dock and in the TMS—routing and mode choices, network design, RFPs and awards, scorecards, forecasting, and how artificial intelligence and analytics are actually adopted (or misused) in freight and logistics.

I aim for plain language and ideas you can stress-test against your own network: what to measure, how to interpret it, where software helps, and where judgment still matters. You will not find product pitches dressed up as thought leadership; you will find grounded perspective from someone who cares about execution as much as strategy.

The blog is for longer, structured pieces. On LinkedIn I share shorter commentary on industry moves, tools, and patterns I see in the market—useful if you want a lighter-weight feed alongside what you read here.

Follow on LinkedIn

Shorter takes on freight, analytics, and transportation technology—alongside the longer pieces you read on the blog.

Follow me on LinkedIn

Contact

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