Questions tagged [market-making]

Market makers provide liquidity to the market by quoting bid and ask prices for most of the time. The pricing in absolute terms is not as important as finding relative mispricing. The market microstructure is often used to develop trading strategies.

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Market Making Game Strategy with Information Imbalance

I have a final round with a market making firm coming up and will be asked to play several market making games. I wanted to ask for advice on how to approach these games, especially with an ...
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49 views

Exploring order cancellation techniques in high-frequency market making

I'm interested in gaining a better understanding of order cancellation techniques in high-frequency market making. What are the different approaches to order cancellation that are commonly used in HFT ...
1 vote
0 answers
36 views

Fitting k from Avellaneda but the curve is not exponential

I am trying to fit kappa for a ticker. I am using 5 days of data to illustrate how this can be done, which isn't that much data but I think is sufficient to show my problem. This data however appears ...
0 votes
1 answer
122 views

Does payment for order flow happen on non-OTC stock markets?

I thought since brokers on non-OTC market have obligation to get its customers best execution price, it’s meaningless for dealers(market maker) to pay brokers for the order flow for dealers to make “...
1 vote
1 answer
269 views

Volatility on Avellaneda Stoikov MM [closed]

I have a problem on defining the parameter for volatility in the Avellaneda Stoikov paper. It is calculated on log returns, log prices, percentage price, etc? I need a consistent method for evaluating ...
0 votes
0 answers
231 views

Avellaneda & Stoikov MM paper

I'm reading Avellaneda & Stoikov (2006) model for market making. On section 3.1, one can read we are able to simplify the problem with the ansatz $u(s,x,q,t)=-\exp(-\gamma x)\exp (-\gamma\theta(...
8 votes
2 answers
623 views

A question about the Grossman-Miller Market Making Model

I don't have any solid background in finance, but I have a strong mathematics and physics background. I am reading Algorithmic and high-frequency trading from A.Cartea, S.Jaimungal and J.Penalva, CUP (...
1 vote
1 answer
578 views

In Avellaneda-Stoikov market making, what is the difference between "reservation prices" and "optimal bid ask quotes"?

Question What is the difference between "reservation price" and "optimal bid and ask quotes"? Are they the same thing? (1) Reservaton price In the paper High-frequency trading ...
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1 answer
84 views

If a market maker wanted to avoid filling option orders from a specific account, what information could they use?

FIX has a few fields that do or could contain identifying information for equity option orders, the “Actionable Identifier” field in particular, although the OCC states here that “It will not be ...
1 vote
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96 views

ETF Market Making Hedging

Suppose I am a market maker making a market on an S&P ETF. Suppose that I have calculated a fair ETF price of $395. My market therefore is 394.90 (bid) and 395.1 (ask). After my bid is posted I ...
3 votes
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205 views

Dealing with the inventory risk: solution with drift

I'm implementing the solution with drift from "Dealing with the inventory risk" from Gueant, Lehalle and Tapia. I'm using the link https://arxiv.org/pdf/1105.3115.pdf as reference. I can ...
9 votes
1 answer
543 views

Market Maker portfolio management

I am interested in articles/strategies related to portfolio and inventory management for market makers and to management of order cancellation, updates of order, etc. Most of the strategies from ...
3 votes
2 answers
381 views

How do market-makers profit & manage inventory when customers sell a lot of deep OTM options?

In a live example: Today is June 14, 1 hour before market close, and \$SPY (S&P 500 ETF) is currently at \$372.28 and the June 15 \$350 strike Put is being quoted for \$0.13 on the bid and \$0.14 ...
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1 answer
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Clarification on the Quote Rule and the Limit Order Display Rule

I am currently reading Market Liquidity by Foucault, Pagano and Röell. In chapter one they describe the limit order book markets and dealer markets. I am confused about two rules that so called "...
5 votes
6 answers
4k views

Interview Market Making Strategy

This market-making question comes from a prop trading final round which I failed. I was told to make a market on the number of prime numbers between 1-100. I was confident the number was around 20-30. ...
2 votes
1 answer
162 views

Constructing a mid using signals from another asset

When delta-neutral market making it is important to construct a mid price. Often the mid price of the asset you are trading is influenced by another (correlated) asset. What methodologies would you ...
1 vote
0 answers
37 views

Transform non-linear HJB PDE into system of linear ODEs [closed]

I am reading this market making paper, and am trying to understand the transformation presented on page 6. A good resource for background relevant to the transformation is this other market-making ...
0 votes
2 answers
960 views

Orderbook Liquidity Parameter Avellaneda Stoikov

I am trying to implement Avellaneda & Stoikov (2006) model for HF market making on L2 orderbook data. Most parameters are straight forward but I am struggling with the orderbook liquidity ...
1 vote
1 answer
237 views

Finding the trading intensity - Avellaneda Market Making

Where does the K term come from in Avellaneda's description of finding the probability an order gets filled. Please see the image below
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80 views

Dealing with the Inventory Risk (Lehalle, Gueant, Tapia): Delta T parameter and actual order duration

Reference paper: Dealing with the Inventory Risk (Lehalle, Gueant, Tapia) ∆T is the time horizon over which you compute the intensities of aggressive orders (you get the k and A parameters) I have two ...
5 votes
1 answer
1k views

How to calculate average entry price for perpetual swap contracts?

I'm trying to calculate the average entry price for perpetual swap contracts for use in back-testing a trading strategy, as per Bitmex's documentation: A Perpetual Contract is a derivative product ...
1 vote
1 answer
431 views

Market Making constant volatility assumption

I have read a few papers on market making and all(nearly) assume that the stock follows a brownian motion with no drift and constant volatility.These assumptions seems un-intuitive to me because of ...
0 votes
1 answer
164 views

What is the difference between Flow Trading and Market Making? [closed]

Are there two definitions to Flow Trading? From reading online, I've gathered two, but I'm not sure if I am mistaken, so a little bit of clarification would be very much appreciated. (1) Flow Trading -...
2 votes
2 answers
476 views

Market making in one tick markets?

I've searched, but found no literature on market making in single tick markets. I'd appreciate any references. Given that most literature on MM assumes micro-structure is mean-reverting due to the ...
5 votes
1 answer
871 views

Market Making Literature

I am not sure if this is the correct site to ask this, if not I apologize. I have noticed some markets that lack in liquidity, and wonder why market makers in these markets cannot provide liquidity ...
2 votes
1 answer
438 views

What are the parameters’ units in the Avellaneda and Stoikov model?

I'm studying a draft of the paper “Dealing with the Inventory Risk: A solution to the market making problem” by Guéant et al from July 2012. According to the paper, the closed form solution to the ...
18 votes
3 answers
11k views

Avellaneda -Stoikov market making model

I am reading paper High-frequency trading in a limit order book by Marco Avellaneda and Sasha Stoikov. At the end of the paper they obtain a closed-form solution to the optimal market-maker quotes ...
0 votes
2 answers
239 views

Practically, are the prices of 0-strike European calls and stock identical?

By no-arbitrage, the price of a vanilla European call with $K=0$ should be that of the underlying stock (as selling the call is perfectly hedged by buying the stock). However, is this true in practice?...
9 votes
1 answer
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Options Market Making Used Implied Volatility Surface

Suppose you are a market maker with a model that is producing an implied volatility surface for you. Suppose you quote bid/ask prices (vols) around the prices given by your implied vol surface. In ...
4 votes
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What's the typical markup on quoted exotics, and what drives this premium?

I'm curious about the typical markup on quoted exotic options as well as what drives this premium. You call up an options desk for a quote, and they'll give you a spread that reflects their market on ...
5 votes
1 answer
275 views

Why does a long gamma trader sit on the bid and offer?

I have read in Bennett - Trading Volatility the following quote. As shown above, a long gamma (long volatility) position has to buy shares if they fall, and sell them if they rise. Buying low and ...
1 vote
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99 views

Privatelink latency impact

I am working with a team on a market making algorithm on Huobi. We are integrating our infrastructure in AWS and when you are a S tier you can get a privatelink which is about 10 to 50 ms faster than ...
2 votes
1 answer
142 views

How to solve numerically the IDE of GUILBAUD & PHAM model?

By the Guilbaud & Pham model (Optimal high frequency trading with limit and market orders, 2011), the authors said that integro-differential-equation (IDE) can be easily solved by numerical method....
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62 views

Liquidity Rebate

I have one question regarding the liquidity rebate that liquidity providers receive. I've read on investopedia that it refers to the traders/investors who place limit orders since they then "...
3 votes
1 answer
168 views

How do we relate time-horizon with reducing inventory risk in the Avellaneda-Stoikov model?

On the Avellaneda Stoikov Model we have the following definition of reserve price: This means that when q > 0 and the market maker has a long position, the reservation price decreases. So there is ...
0 votes
1 answer
241 views

Confusion Regarding Dynamically Delta Hedging a Short Option

To my understanding, market makers (mm) in the options market dynamically delta-hedge their portfolios by buying/shorting the underlying, thus eliminating directional risk and profiting from providing ...
1 vote
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194 views

How can a top-of-the book market maker protect itself from exploiting?

Let's consider there is an instrument N traded on a single venue (centralized anonymous limit orderbook). Let's say that most taker orders are tiny, therefore the one who stays at the best bid/offer ...
0 votes
2 answers
178 views

can Soft Actor-Critic reinforcement learning algorithms be used in real-time trading?

I am scratching my head with an optimization problem for Avellaneda and Stoikov market-making algorithm (optimizing the risk aversion parameter), and I've come across https://github.com/im1235/ISAC ...
1 vote
2 answers
277 views

Which Day Count Convention applies in a Cross Currency Swap

What is the rule (assuming there is one) specifying which day count convention should prevail in a cross-currency swap? For example, where EUR follows ACT/360 and GBP follows ACT/365, which of the two ...
0 votes
0 answers
99 views

Options market: quote-driven or order-driven?

In my understanding: bonds, currencies, and commodities (cash, not derivatives) are traded in a quote driven market with a market maker who "will either fill your order from its inventory or ...
3 votes
0 answers
244 views

How an Option market-makers make money?

This might be a very broad question, but I would like if someone can please explain to me how a market makers make money in Options market ? Thank you
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261 views

Kyle model for market-maker price

Now I make research about market making for cryptocurrency. I’m using model like Avellaneda-Stoikov for optimal control inventory, and I can’t understand how to find S(t) price. Of course, taking the ...
0 votes
0 answers
69 views

Options Market making, what to do with ITM options

I am a option market maker. Say at some point in the time, I end up having only but ITM options in my portfolio and I want to reduce my risk exposure ( delta, Vega, gamma), what can I do to make ...
0 votes
1 answer
252 views

Market impact estimation [duplicate]

Can anyone provide us with an empirical example (in Python) of market impact visualization, methods of its estimation (in the framework of a parametric model for impact functions) ?
21 votes
1 answer
5k views

academic papers about market making

I am looking for academic articles which model the p&L of market makers. I have read the Ho-Stoll (1984) article. Is there any recent article on this subject?
-2 votes
1 answer
280 views

Trade anything?

I have a question after reading the post below. https://www.onlinebetting.org.uk/betting-guides/can-you-bet-on-anything-you-want.html Question: I want to bet on a niche topic or asset or anything that ...
1 vote
0 answers
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Downloaded data is quote-driven or order-driven?

I downloaded data from Refinitiv Datastream (But I think that you get the same data from Bloomberg) to write my thesis. I downloaded prices and volumes. I have a crucial question now: Are the prices ...
29 votes
5 answers
9k views

Quantitative Math required for Market-making?

I understand there is an awful lot of Quantitative Math required for statistical arbitrage/algorithmic trading. However, would someone "in the know" be able to tell me whether there is less ...
0 votes
0 answers
61 views

How do brokerage firms provide liquidity?

Do they directly put limit orders on the order book? Or do they automatically fill limit/market orders from customers and have offsetting position with their market maker(LP) to offset their net ...
0 votes
2 answers
455 views

How Market makers work

Is it true that approved market makers are simply taking the other side of the orders from retail or maybe institutions whatever the price is without actually being on the order book, and they also ...

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