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Concept

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The State Machine of Execution

In the architecture of electronic trading, an order is not a static command but a dynamic entity, a state machine whose lifecycle is governed by a series of precise, structured messages. The Financial Information eXchange (FIX) protocol provides the syntax for this dialogue, a universal standard that allows disparate systems to communicate with unambiguous clarity. The management of a partially filled order is a foundational test of any automated trading system’s logic. It represents the point where an instruction meets the reality of market liquidity ▴ a reality that is rarely instantaneous or absolute.

An order for 100,000 shares does not simply vanish from a trader’s blotter and reappear filled. Instead, it may be filled in dozens or even hundreds of small increments, each one a discrete event that alters the order’s state and requires a decision.

The core of this process revolves around a handful of fundamental message types, each serving a distinct purpose in the order lifecycle. The dialogue begins with the NewOrderSingle (MsgType 35=D) message, the initial instruction sent from the client’s system to the execution venue. This is the order in its nascent state. The venue’s response, the ExecutionReport (35=8), is the primary vehicle for communicating all subsequent changes to the order’s state.

It is this message that confirms the order’s acceptance, rejection, and, most critically, its execution status. The transition from a simple “new” order to one that is “partially filled” is the first indication that the execution will be a process rather than a single event.

A partially filled order is the market’s response to a liquidity request, reflecting the available depth at a specific price and time.

Understanding this dialogue requires a focus on two specific fields within the ExecutionReport message ▴ OrdStatus (Tag 39) and ExecType (Tag 150). The OrdStatus field provides a snapshot of the order’s current state in the venue’s order book. A value of ‘1’ for OrdStatus signifies that the order is Partially Filled. The ExecType field explains the reason for the ExecutionReport being sent.

An ExecType of ‘1’ (Partial Fill) or ‘2’ (Fill) indicates that a trade has occurred. These two tags work in concert to provide a complete picture ▴ ExecType reports the event, and OrdStatus reports the resulting state. An automated system parses these messages in real-time, updating its internal representation of the order and triggering the next logical step in its execution strategy.

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Core Communication Channels

The FIX protocol establishes a robust framework for this communication, ensuring that both the client and the execution venue maintain a synchronized understanding of the order’s state. This synchronization is critical for preventing errors such as over-fills or erroneous cancellations. The key messages involved in managing a partial fill are not merely informational; they are triggers for action within an automated system.

  • NewOrderSingle (35=D) ▴ This is the initial instruction. It contains all the necessary parameters for the order, including the instrument, side (buy/sell), quantity, and order type (e.g. limit, market). From the moment this message is sent, the client’s system begins tracking the order’s lifecycle.
  • ExecutionReport (35=8) ▴ The multifaceted response from the venue. It is used to acknowledge the order ( OrdStatus=0, New), report a partial fill ( OrdStatus=1, Partially Filled), signal a full fill ( OrdStatus=2, Filled), or confirm a cancellation ( OrdStatus=4, Canceled). Each ExecutionReport for a partial fill will update the CumQty (cumulative filled quantity) and LeavesQty (remaining quantity) fields, providing the essential data for the client’s system to assess the order’s progress.
  • OrderCancelRequest (35=F) ▴ A client-initiated message to cancel the remaining portion of a partially filled order. This is a strategic decision, perhaps driven by changing market conditions or the desire to avoid further exposure.
  • OrderCancelReplaceRequest (35=G) ▴ A more complex instruction that requests the cancellation of the existing order and its replacement with a new order with modified parameters (e.g. a different price or quantity). This is a common strategy for “working” an order to capture the best possible execution price.

The automated management of a partially filled order, therefore, is a continuous loop of receiving an ExecutionReport, parsing the updated state ( OrdStatus, CumQty, LeavesQty ), and then, based on pre-defined rules, potentially issuing a new instruction like an OrderCancelRequest or OrderCancelReplaceRequest. This dialogue is the essence of algorithmic trading, turning a simple order into an interactive, adaptive process.


Strategy

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Adapting to Market Feedback

A partial fill is more than a transactional update; it is a piece of market intelligence. It signals that liquidity is available, but perhaps not in the full size of the original order at the specified price. An automated trading system’s strategy for handling this feedback is what separates a naive execution algorithm from a sophisticated one. The choice of action following a partial fill is a strategic decision, balancing the desire for a full execution against the risk of adverse price movement or missed opportunities.

The primary strategic pathways available to an automated system can be mapped directly to the FIX messages it can generate. The decision-making process within the system’s logic will determine which path to take. This logic can be influenced by a variety of factors, including the time of day, the volatility of the instrument, the trader’s overall goals, and the performance of the order thus far.

The strategic response to a partial fill dictates whether an order passively absorbs available liquidity or actively seeks a more favorable execution outcome.

For instance, a simple “passive” strategy might be to leave the remaining portion of the order in the market, waiting for more liquidity to become available at the desired price. This approach minimizes market impact but risks missing a full execution if the market moves away from the order’s price. A more “aggressive” strategy might involve immediately issuing an OrderCancelReplaceRequest to re-price the order, crossing the bid-ask spread to capture liquidity more quickly. This increases the certainty of execution but at a higher cost.

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Strategic Message Deployment

The deployment of specific FIX messages is the tangible output of the trading strategy. Each message represents a deliberate choice made by the system’s logic in response to the state of the partially filled order. The effectiveness of the overall execution strategy depends on the timely and correct application of these messages.

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The Decision to Cancel

An OrderCancelRequest (35=F) is issued when the system’s logic determines that completing the remainder of the order is no longer desirable. This could be for several reasons:

  • Changing Market Conditions ▴ A news event or significant market move may invalidate the original trading thesis.
  • Time-Based Expiration ▴ The strategy may be designed to only work the order for a specific period.
  • Alpha Decay ▴ The predictive signal that prompted the trade may weaken over time, reducing the incentive to complete the order.

When a broker receives the OrderCancelRequest, it will attempt to cancel the remaining LeavesQty. The broker then responds with an ExecutionReport with an OrdStatus of ‘4’ (Canceled), confirming that the order is no longer active.

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The Decision to Replace

The OrderCancelReplaceRequest (35=G) is a more nuanced strategic tool. It allows the system to adapt the order’s parameters in response to market feedback. Common reasons for replacing an order include:

  • Price Improvement ▴ If the market price moves favorably, the system might replace the order with a better limit price.
  • Chasing Liquidity ▴ If the order is not filling, the system may aggress the price to increase the probability of execution.
  • Quantity Modification ▴ The overall target size of the trade may change.

The replacement process is a two-step confirmation. First, the broker may send an ExecutionReport with OrdStatus ‘E’ (Pending Replace) to acknowledge receipt of the request. Once the replacement is successfully processed, a final ExecutionReport with ExecType ‘5’ (Replaced) is sent, and the order continues to work with its new parameters.

This process introduces a potential race condition ▴ an execution can occur against the original order after the replace request has been sent but before it has been processed by the exchange. A robust automated system must be designed to handle this possibility, correctly reconciling all fills against the appropriate version of the order.

Strategic Response to Partial Fills
Scenario Strategic Goal Primary FIX Message Key Outcome
Passive absorption Minimize market impact; capture available liquidity at the current price. None (wait for more ExecutionReport messages) Order may fill slowly over time or not at all if the market moves.
Aggressive pursuit Ensure a full and timely execution, accepting a potentially higher cost. OrderCancelReplaceRequest (35=G) with a more aggressive price. Higher probability of a full fill, but with increased slippage.
Strategic withdrawal Avoid further execution due to unfavorable market changes. OrderCancelRequest (35=F) The remaining portion of the order is removed from the market.
Parameter adjustment Modify order details like quantity or display instructions without changing the core price objective. OrderCancelReplaceRequest (35=G) with non-price changes. The order continues to work with updated parameters.


Execution

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The Anatomy of a Message Flow

The theoretical understanding of FIX messages solidifies into operational reality when examining the precise sequence of tag-value pairs exchanged between a client’s trading system and a broker’s execution venue. This dialogue is the bedrock of automated execution, where every message and every tag has a specific, machine-readable meaning that dictates the subsequent state of the order. The following tables dissect the message flow for common scenarios involving partially filled orders, illustrating the state changes at each step.

In this context, ClOrdID (Tag 11) is a unique identifier assigned by the client to a new order. When an order is modified, the OrderCancelReplaceRequest will carry a new ClOrdID, while referencing the original order’s ID in the OrigClOrdID (Tag 41) field. This creates a chain of identity, allowing all related messages to be tracked back to the initial instruction.

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Scenario 1 ▴ Simple Partial Fill and Completion

This is the most straightforward case. A limit order is placed and receives two partial fills that, combined, complete the order.

Message Flow for Partial and Full Fill
Step Direction MsgType (35) Key Fields and Values Description
1 Client → Broker D – NewOrderSingle 11=ABC001, 55=XYZ, 54=1, 38=1000, 44=150.00 Client sends a new order to buy 1000 shares of XYZ at a limit price of 150.00.
2 Broker → Client 8 – ExecutionReport 11=ABC001, 39=0, 150=0, 14=0, 151=1000 Broker acknowledges receipt of the order. OrdStatus is New.
3 Broker → Client 8 – ExecutionReport 11=ABC001, 39=1, 150=1, 14=400, 151=600, 32=400 Broker reports a partial fill of 400 shares. OrdStatus is Partially Filled. CumQty is 400, LeavesQty is 600.
4 Broker → Client 8 – ExecutionReport 11=ABC001, 39=2, 150=2, 14=1000, 151=0, 32=600 Broker reports a final fill of 600 shares. OrdStatus is Filled. CumQty is 1000, LeavesQty is 0. The order is complete.
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Scenario 2 ▴ Partial Fill Followed by a Cancel Request

In this scenario, the trading logic decides to cancel the remainder of the order after receiving a partial fill.

  1. Initial Order ▴ The client sends a NewOrderSingle (35=D) for 5000 shares.
  2. Acknowledgement ▴ The broker responds with an ExecutionReport (35=8) acknowledging the order ( OrdStatus=0 ).
  3. Partial Fill ▴ The broker sends an ExecutionReport (35=8) for a partial fill of 2000 shares. The key fields are OrdStatus=1 (Partially Filled), CumQty=2000, and LeavesQty=3000.
  4. Cancel Decision ▴ The client’s system, for strategic reasons, decides to cancel the rest of the order. It sends an OrderCancelRequest (35=F). This message must reference the original order via OrigClOrdID (41=ABC002) and has its own unique ClOrdID (11=ABC003).
  5. Cancel Confirmation ▴ The broker attempts to pull the remaining 3000 shares from the market. Assuming it is successful, it sends a final ExecutionReport (35=8) to the client. The key fields in this message are OrdStatus=4 (Canceled) and ExecType=4 (Canceled). The CumQty remains 2000, and LeavesQty is now 0. The order is now in a terminal state.
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Execution during a Replace Request a Race Condition

A more complex and critical scenario for any automated system to handle is when an execution occurs while a replace request is in flight. This “race condition” can lead to unexpected fill quantities if not managed correctly. The Pending Replace status is designed to provide clarity during this transitional period.

Consider a scenario where a client has a working order for 10,000 shares, receives a partial fill of 1,000, and then sends a request to increase the order size to 12,000.

Message Flow for Execution During Replace Request
Time Direction MsgType (35) Key Fields and Values Description
T1 Client → Broker D – NewOrderSingle 11=XYZ777, 38=10000 Client places an order for 10,000 shares.
T2 Broker → Client 8 – ExecutionReport 11=XYZ777, 39=1, 150=1, 14=1000, 151=9000 A partial fill for 1,000 shares is reported.
T3 Client → Broker G – OrderCancelReplaceRequest 11=XYZ778, 41=XYZ777, 38=12000 Client requests to increase the order size to 12,000.
T4 Broker → Client 8 – ExecutionReport 11=XYZ778, 41=XYZ777, 39=E, 150=E Broker acknowledges the replace request. OrdStatus is Pending Replace. This status takes precedence over Partially Filled.
T5 Broker → Client 8 – ExecutionReport 11=XYZ777, 39=E, 150=1, 14=1100, 151=8900, 32=100 Critical Event ▴ An execution for 100 shares occurs against the original order (ClOrdID=XYZ777) before the replace is fully processed. The OrdStatus remains Pending Replace.
T6 Broker → Client 8 – ExecutionReport 11=XYZ778, 41=XYZ777, 39=1, 150=5, 14=1100, 151=10900, 38=12000 The replace request is now complete. The ExecType is Replaced. The OrdStatus reverts to Partially Filled. The CumQty correctly reflects all fills (1000 + 100), and the LeavesQty is the new OrderQty minus the CumQty (12000 – 1100).

This sequence demonstrates the necessity for an automated system to track orders by their unique identifiers and to correctly interpret the hierarchy of order statuses. The system must understand that fills can still arrive for the original ClOrdID even after a replace request has been acknowledged. All fills must be aggregated to maintain an accurate CumQty before the final state of the replaced order is confirmed.

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References

  • FIX Trading Community. “FIX Protocol Specification, Version 4.2.” FIX Trading Community, 2001.
  • FIX Trading Community. “Order State Change Matrices.” FIXimate FIX Dictionary, Onix Solutions.
  • Harris, Larry. “Trading and Exchanges ▴ Market Microstructure for Practitioners.” Oxford University Press, 2003.
  • Lehalle, Charles-Albert, and Sophie Laruelle. “Market Microstructure in Practice.” World Scientific Publishing, 2013.
  • Sanghvi, Prerak. “Proof Engineering ▴ FIX Gateways. How we use the FIX Protocol within our. ” Medium, 24 Sept. 2021.
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Reflection

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The Protocol as a Framework for Logic

The FIX protocol does not, in itself, execute trades. It provides the linguistic and structural framework through which trading logic can be expressed and enacted. The messages governing a partially filled order are the atomic components of a larger, more complex system of automated decision-making.

Understanding the precise syntax of an ExecutionReport or an OrderCancelReplaceRequest is the foundational layer. The true operational advantage, however, is realized in the design of the system that interprets these messages and responds to them.

How does your own operational framework account for the race conditions inherent in a high-throughput market? When your system receives a partial fill, is its response predetermined, or does it adapt based on the context of the market at that exact moment? The flow of FIX messages is a real-time stream of data about liquidity, market appetite, and the state of your own intentions.

Viewing this stream as a feedback loop for a dynamic execution strategy, rather than just a series of transactional receipts, is the critical shift from passive order placement to active, intelligent execution management. The protocol provides the tools; the architecture of the trading system determines the quality of the outcome.

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Glossary

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Partially Filled Order

A trader measures multi-leg partial fill impact by quantifying the deviation from the intended strategy's risk and cost benchmark.
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Electronic Trading

Meaning ▴ Electronic Trading refers to the execution of financial instrument transactions through automated, computer-based systems and networks, bypassing traditional manual methods.
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Executionreport

Meaning ▴ An ExecutionReport is a critical message detailing the current status and lifecycle events of an order within an electronic trading system.
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Order Lifecycle

Meaning ▴ The Order Lifecycle represents the comprehensive, deterministic sequence of states an institutional order transitions through, from its initial generation and submission to its ultimate execution, cancellation, or expiration within the digital asset derivatives market.
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Partially Filled

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Ordstatus

Meaning ▴ OrdStatus represents the current state of an order within an electronic trading system, providing a precise, real-time snapshot of its lifecycle progression from submission through execution or cancellation.
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Exectype

Meaning ▴ ExecType represents a crucial enumerated field within an execution report, signifying the current state or type of event that has occurred for an order on an exchange or trading venue.
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Automated System

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Partial Fill

Meaning ▴ A Partial Fill denotes an order execution where only a portion of the total requested quantity has been traded, with the remaining unexecuted quantity still active in the market.
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Fix Protocol

Meaning ▴ The Financial Information eXchange (FIX) Protocol is a global messaging standard developed specifically for the electronic communication of securities transactions and related data.
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Filled Order

A trader measures multi-leg partial fill impact by quantifying the deviation from the intended strategy's risk and cost benchmark.
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Ordercancelreplacerequest

Meaning ▴ The OrderCancelReplaceRequest represents an atomic instruction within electronic trading protocols, designed to modify an existing open order on a trading venue.
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Algorithmic Trading

Meaning ▴ Algorithmic trading is the automated execution of financial orders using predefined computational rules and logic, typically designed to capitalize on market inefficiencies, manage large order flow, or achieve specific execution objectives with minimal market impact.
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Original Order

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Fix Messages

Meaning ▴ FIX Messages represent the Financial Information eXchange protocol, an industry standard for electronic communication of trade-related messages between financial institutions.
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Pending Replace

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Replace Request

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Race Condition

Meaning ▴ A Race Condition describes a critical timing-dependent defect within a system where the outcome of an operation relies on the unpredictable sequence or timing of other concurrent operations.
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Message Flow

Meaning ▴ The precisely ordered transmission and reception of electronic data packets between participants and market infrastructure within a trading ecosystem.