Uber and Lyft 'Lockouts' in NYC

Once upon a time… How Uber and Lyft Used a Loophole to Deny NYC Drivers Millions in Pay Natalie Lung, Leon Yin, Aaron Gordon and Denise Lu. Oct 10 2024. Bloomberg The Big Take. https://www.bloomberg.com/graphics/2024-uber-lyft-nyc-drivers-pay-lockouts/ Basically: The law: In 2018, NYC’s Taxi and Limousine Commission enacted the nation’s first minimum-pay rule for rideshare drivers, guaranteeing compensation not just for trip time but also for waiting time between rides. Pay rates are calculated using a “utilization rate” — the percentage of online time drivers spend with passengers (set at 58% for 2024). A lower utilization rate means higher per-trip minimum payments from the companies. ...

May 13, 2026

How much does/should Uber/Lyft charge?

This is gonna be a never-ending debate. But here’s what’s happening right now, according to folklore Lyft claim that Lyft fee is capped at 30%. What they mean by it, according to Lyft’s blog, is Rider pay = Insurance + Taxes + Gov Fees + Lyft’s fee + Driver’s Income Insurance + Taxes + Gov Fees are “External fees” and does NOT count into those 30%. Eg: Does anyone understand how lyft insurance works? by u/Apart_Vegetable_9699 in lyftdrivers

May 12, 2026

AmazonVCG

Week 9 of Price Theory III covers VCG. Here’s an interesting application of VCG: How mechanism design theory helps optimize Amazon-vendor collaboration Dirk Bergemann, May 5, 2026 Amazon buys products from vendors (like P&G). Today, Amazon dictates the order: “Send 5,000 cases of Tide to Phoenix by Tuesday.” The vendor can only choose how much to ship — not where or when. This is inefficient because each side has private info the other can’t see: Amazon knows: customer demand, outbound shipping costs Vendor knows: their factory locations, trucking routes, production costs ...

May 11, 2026

Decision Under Risk Uncertainty and Ambiguity

Our empirical analysis course is really cool. Here’s what we covered last week: The setup is quite clean. There is one agents. Four objects: Object Symbol Role Likelihood $\ell(x\mid\theta)$ family of probability models for data $x$, indexed by parameter $\theta\in\Theta$ Prior $\pi(\theta)$ your subjective beliefs over which $\theta$ is true Utility $U(\gamma,\theta)$ what you care about; $\gamma$ is a “prize rule” mapping data into an outcome Decision rule $\delta(z)$ what you actually choose, as a function of observed $z$ Split the data: $x=(w,z)$, where $z$ is observed before act and $w$ is realized after—the decision $\delta$ may only use $z$. The prize is then $\gamma_\delta(x)=\Psi(\delta(z),x)$. ...

May 10, 2026

Celebrating 50 Years of Leadership for Maestro Barbara Schubert at the University of Chicago Symphony Orchestra

On May 9, 2026, the University of Chicago’s University Symphony Orchestra (USO) and our Alumni Orchestra are celebrating music director Barbara Schubert’s 50-year tenure with two landmark performances: Brahms — Academic Festival Overture (Alumni Orchestra) Mahler — Symphony No. 2, “Resurrection” (USO) I’m playing in both pieces across the May 9 and May 10 performances — roughly two hours of music in total, with the Mahler alone clocking in as an eighty-minute marathon. Wish me luck. ...

May 9, 2026

Music of Spring at I-House

I was invited by my pianist friend to a Music of the Spring music appreciation event at our International House. We covered music from around the world related with Spring spirit. This was my favourite:

May 8, 2026

May 'White Night' By Tchaikovsky

Today is Tchaikovsky’s birthday (1840 May 7 - 1893 Nov 6). Happy birthday to my most favorite composer! The Seasons [Op 37b, a piano miniature collection] were commissioned from Tchaikovsky by the publisher Nikolay Bernard, for publication in his journal Nuvellist (Нувеллист), which was issued on the first day of each month. It was composed almost same time with Swan Lake. Each piece is a different month of a year of Russia. ...

May 7, 2026

Talk Notes | Auctions as Experiments, by Professor Iijima

Professor Ryota Iijima came over to give a talk of his recent work Auctions as Experiments. Great paper. Great insights. You can find the full paper at Professor Ryota’s Google Site. Here are some notes jotted down during the talk, along with some thoughts from discussions with fellow phd students: Setup $n$ buyers, one indivisible good, quasi-linear preferences. Values $v_i \stackrel{iid}{\sim} F_\theta$ given state $\theta \in \Theta \subseteq \mathbb{R}$, prior $q_0$. $(F_\theta)$ has MLRP in $\theta$; each $F_\theta$ has continuous, strictly positive density on a compact $I_\theta$. Information asymmetry. Buyers observe $(\theta, v_i)$. The decision-maker (DM) observes only the $n$ realized bids. Canonical interpretation: $v_i = u(\theta, \varepsilon_i)$ — $\theta$ is a common-value component, $\varepsilon_i$ idiosyncratic. Class of auctions (“standard auctions”) Sealed bids $b_i$, ranked $b^{(1)} \ge \dots \ge b^{(n)}$; highest wins. Payment functions $\psi = (\psi_\ell)_{\ell=1}^n$, increasing and symmetric in bids; $\psi_\ell = 0$ when $b^{(\ell)} = 0$. Examples: $k$-th price ($\psi_1 = b^{(k)}$, others $0$); all-pay ($\psi_\ell = b^{(\ell)}$); own-pay-$\alpha$ ($\psi_\ell = \alpha_\ell b^{(\ell)}$). Restrict to symmetric, monotone equilibria $b_\theta^\psi$. Bid CDF: $G_\theta^\psi(b) = F_\theta((b_\theta^\psi)^{-1}(b))$. All standard auctions are revenue-equivalent at each $\theta$ (private values, i.i.d.). Remak: why does the auction format matter? If buyers observed only $v_i$ (not $\theta$), all formats would be informationally equivalent — DM could invert the bidding function and back out $v_i$. Knowing $\theta$ is what creates the competition effect: at fixed $v$, the equilibrium bid $b_\theta(v)$ shifts with $\theta$ in a way that depends on $\psi$. This is the channel of differential informativeness. ...

May 6, 2026

Talk Notes | Managers and the Allocation of Workers to Jobs (Tasks) by Professor V. Minni

Professsor Virginia Minni speaks at the BFI student lunch series covering 3 papers in 45 minutes. One o fthe paper in particular I found very interesting Making the Invisible Hand Visible: Managers and the Allocation of Workers to Jobs QJE 2026. Virginia Minni. ABSTRACT Abstract: Why do managers matter for firm performance? This paper provides evidence of the critical role of managers in matching workers to jobs within the firm using the universe of personnel records from a large multinational firm. The data covers 200,000 white-collar workers and 30,000 managers over 10 years in 100 countries. I identify good managers by their speed of promotion and leverage exogenous variation induced by the rotation of managers across teams. I find that good managers cause workers to reallocate within the firm through lateral and vertical transfers and generate large and persistent gains in workers’ career progression and productivity. My results imply that the visible hands of managers match workers’ specific skills to specialized jobs, leading to an improvement in the productivity of existing workers that outlasts the managers’ time at the firm. ...

May 5, 2026

Notes from Side of the Piccolos

Bar 500. Still resting. The piccolos are about to come in and I am going to lose another decibel of hearing for Gustav Mahler. You are not allowed to say you don’t like Mahler. Try it sometime — in a lobby, on a forum, at dinner with people who own seasonal orchestra subscriptions. Watch the faces. Conductors love him. Critics love him. Audiences pay good money to weep through eighty minutes of him. To dissent is to out yourself as stupid amateurs. ...

May 4, 2026