Claim pageClaim
Follow
Overview
Connections
News
Salaries
Products
People
Growth
Offices
Financials
Overview
I'm Jonathan Landy. I work on data science and enjoy writing about math and statistics.
News
LTV and the time value of money
Here, we review the time value of money concept and its application to optimizing marketing (or other asset investment) spend. Time value of money A popular lifetime value (LTV) variant is built on top of the "time value of money" concept. Essentially thi
Read more
Report
PCA slope vs regression slope
A regression fit can sometimes look surprisingly poor when plotted on top of data, with the two having visually different slopes. The reason is that the line that visually seems to go through the data best is that which minimizes total projection error, w
Read more
Report
Allocation with Substitutes
Here, we consider the problem of allocating limited inventory across demand sites, given the availability of a lower-quality substitute that can be used when inventory runs out. We find that it can be optimal to send the premium item to only a subset of l
Read more
Report
Optimal Elevator Placement
We ask at which floors we should place a set of idle elevators in a building so as to minimize the expected wait time of the next caller. If there is just one elevator, we show that it should be placed at the "median of the demand distribution" - i.e., it
Read more
Report
Queueing Theory of Traffic
When steady traffic limits the speed on a road, we argue that its throughput becomes independent of traffic density. As a result, the time required to reach a destination depends only on the number of cars ahead. In this regime, a road behaves much like a
Read more
Report
The Cost of Allocation Errors
Forecast error leads to misallocation of inventory across demand channels, driving lost sales. For example, for a product with (100) units of demand split across two channels, we find that relying on a single prior sales cycle to guide allocation leads to
Read more
Report
The Wholesale Gamble
Brands often sell through both the direct-to-consumer (DTC) and wholesale channels, with demand in each uncertain before the season starts. Wholesale orders happen first at a lower price, and whatever inventory remains goes to DTC. This introduces a key g
Read more
Report
Risk-Adjusted Return on Inventory Buys
Retailers prefer to carry products that have both high expected demand and low demand uncertainty. Unfortunately, these are competing concerns, and so it's not always obvious which product to choose when one option has both higher expected demand and high
Read more
Report
Optimal Allocation
We consider the problem of allocating a fixed inventory across multiple locations. To maximize expected sales, units should be distributed so that each site reaches the same sell-through probability. Interestingly, this implies we should often send more u
Read more
Report
How Return Rates Affect Margin in E-commerce
E-commerce apparel return rates today average around 20% - but this average is rising, and rates on individual products vary widely. In this post, we introduce simple equations to estimate an item's expected profit and margin based on its return rate, dam
Read more
Report
Show more news
