Algorithmic Trading. Global Execution Services. Making the world liquid EQUITY MARKETS
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1 Global Execution Services Algorithmic Trading Making the world liquid EQUITY MARKETS CORPORATE & INVESTMENT BANKING / INVESTMENT SOLUTIONS / SPECIALISED FINANCIAL SERVICES
2 2 Content Our Execution Services 03 Our Algorithmic Trading 04 Natixis Algorithmic Trading Strategies Volume Driven Algorithms Volume Weighted Average Price Weighted Average Price Target Price Driven Algorithms Steps Momentum/Value Hunt 17 Implementation Shortfall Natixis Execution Algorithms in a Nutshell 20
3 3 Our Execution Services Natixis delivers high value-added tailor-made services combining Quant Research, Sales Trading and Execution expertise in a team of 50 specialists with an outstanding understanding of local needs. Beyond our focus on European Markets and major MTF, we are constantly improving our service offer and expanding our worldwide network. We can offer a wide diversity of services ranging from pure Direct Market Access (DMA) to Direct Capital Access (DCA) and Direct Strategy Access (DSA). Our expert proprietary algorithmic strategies provide opportunistic event-driven execution and robust risk control. They are back-tested daily and are continuously evolving. Natixis algorithms are developed in-house using all Natixis execution and market expertise and embedded specific cash and derivatives techniques. Natixis Execution tools allow our clients to trade in line with the market, capture liquidity, and increase alpha return. WHAT WE OFFER We Provide Clients with Broad Access to Equity Markets Direct access or via external brokers Direct Market Access (DMA) / Sales Trading execution Long standing markets and alternative platforms Institutional, corporate and retail network clients Commission Sharing Agreement (CSA) Algorithmic Execution In-house algorithms with proven track records Direct Strategy Access (DSA) Direct Capital Access (DCA) Electronic access to cash equity market making Trading for size at best bid/offer Market Making Cash Equity, ETF, Convertible Bond, Flow Derivatives Dedicated desks for each activity Leader in Order Routing for Retail Network and Small Asset Managers Synthetic prime brokerage Access to Natixis repo and financing capabilities Integrated with our execution facilities Smart Order Router Access to a broad spectrum of alternative platforms Internal Matching Recognised cross-network capacity Customized Single Order Execution 10 pan-european traders-dealers Program Trading Pair Trading Customized product range Best Execution Analytics Market watch publications Client-based transaction cost analysis (TCA) Client assistance to formulate best execution strategies
4 4 Our Algorithmic Trading Simplicity Natixis algorithms are easy to use and require minimum user input: numerous parameters are automatically determined by the algorithms according to the characteristics and value of the targeted markets. Innovation Our experts are constantly developing prototypes to improve algorithms already in production. We run daily performance analyses of our algorithms and focus our efforts on sub-optimal executions. Flexibility Our algorithms are the result of pure in-house developments. This allows for a dynamic evolution of algorithms according to changing market conditions and Quant Research innovation. Such flexibility is also leveraged to offer fast customisation and tailor-made solutions to our clients. Focus on multi-venue In order to cope with the fragmentation of modern financial markets, Natixis algorithms are designed to trade on any available source of liquidity and our benchmarked algorithms integrate multimarket price sources. The opportunity to connect to and trade on new external and internal liquidity pools is permanently screened by our expert team with a view to finding the perfect balance between latency, coverage and costs while maximising execution quality. Our execution team can also access third party algorithms for specific purposes such as liquidity ing on dark pools. Integration of standard order types In addition to our Price and Volume Driven Algorithms, Natixis Equity Markets has leveraged its trading and IT infrastructure to offer the whole range of standard orders (Market on /, Peg, Iceberg).
5 5 VWAP Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 1.0 Volume Weighted Average Price TWAP A strategy that releases waves into the markets (Primary exchange and MTFs) using stock specific historical volume profiles in order to execute the order close to the Volume Weighted Average Price (VWAP) over a chosen period of time, with some randomization to reduce gaming risks. The VWAP algorithm aims to execute a global quantity at an average price close to the Market Volume Weighted Average Price over a defined period of time. Characteristics VWAP is to be favoured in the following cases No. of shares ( 000) Market volume Algo volume To limit the market impact by executing a large quantity not too quickly. To execute totally an order (without guarantee if the order is limited). Suitable for a liquid security with a stable volume profile from one day to the next. Main Parameters Start / End time By default, start time is at reception of the order, potentially including market open if received before the opening auction. Trading style Conservative, neutral and aggressive. The conservative option suits a favorable price variation while Aggressive option applies better to an adverse price trend. Target Optional Parameters %Volume Would price The strategy will limit the participation rate to this maximum volume constraint. Order may not be completed. As soon as the limit constraint is respected, the strategy spreads the volume over a short period in order to reduce market impact. The strategy will apply the price limit to orders. Orders may not be completed. As soon as the limit constraint is respected, the strategy will spread the volume over a short period in order to reduce market impact. The strategy will aim to complete the order if the stock trades at the Would price or better. The use of the Would option may significantly deviate the execution price from the benchmark price.
6 6 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 1.0 Volume Weighted Average Price VWAP TWAP VWAP Algorithm Specificities During the related period, the algorithm regularly sends orders to the market according to a distribution function of the representative curve of the considered stock historical volumes. The period is broken down into execution intervals, the duration of which is determined optimally by the algorithm to reduce the market impact. Trading strategy will adapt to real time market conditions in order to limit and reduce the risk of price deviations. To go further... Adjustments are automatically applied to the execution strategy if the algorithm detects significant spreads between the price estimations and/or volumes and the intraday prices/ volumes. The algorithm uses iceberg orders on exchanges where this order type is available. VWAP Parameters Target
7 7 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 2.0 Weighted Average Price A wave trading strategy that releases waves into the markets (Primary exchange and MTFs) using evenly divided time buckets between start and end time, with some randomization to reduce gaming risks. The Weighted Average Price (TWAP) algorithm aims to execute a quantity by following a linear volume allocation profile. Characteristics TWAP is to be favoured in the following cases No. of shares ( 000) Market volume Algo volume Main Parameters Start / End time Trading style Anticipation of high volume periods with adverse prices (TWAP better than VWAP in that case). To limit the market impact by not executing a large quantity too quickly. By default, the start time is at reception of the order, potentially including market open if received before the opening auction. Conservative, neutral and aggressive. The conservative option suits a favorable price variation while the aggressive option applies better to an adverse price trend. Target Optional Parameters %Volume Would price The strategy will limit the participation rate to this maximum volume constraint. Order may not be completed. As soon as the limit constraint is respected, the strategy spreads the volume over a short period in order to reduce market impact. The strategy will apply the price limit to orders. Orders may not be completed. As soon as the limit is respected, the strategy will spread the volume over a short period in order to reduce market impact. The strategy will aim to complete the order if the stock trades at the Would price or better. The use of the Would option may significantly deviate the execution price from the benchmark price.
8 8 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 2.0 Weighted Average Price TWAP Algorithm Specificities During the related period, the algorithm regularly sends the markets equal quantities of orders to execute. In order to avoid suffering a sudden temporary market variation, a maximum percentage of participation might be added. The execution is made so as to minimize market impact. The user can act on the impact s level by configuring the level of aggressiveness (on the price). When a limit price is reached, executions are suspended as long as the limit is not met. The linear allocation profile of the executed quantities might not be respected (the price condition has priority over the volume) and the order may not be completed at the end of the period. To go further... Execution Strategy adjustments are automatically applied if the algorithm detects significant spreads between price and/or volume estimations and intraday prices/volumes. The algorithm uses iceberg orders on exchanges where this order type is available. Target TWAP Parameters
9 9 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 3.0 The strategy, also known as Percentage of Volume (POV) trades at a user defined percentage of the current market volumes on primary exchanges and MTFs until the order is completed or market closes. This strategy can be strict or dynamically adapted to market conditions. algorithm aims to follow (live) the exchange volumes on the market by respecting a target level of participation. Characteristics Target is to be favoured in the following cases No. of shares ( 000) Market volume Algo volume Main Parameters Start / End time Trading style %Volume Satisfied with current prices. Willing to limit the market impact on the execution period. By default, start time is at reception of the order, potentially including market open if received before the opening auction. End time will apply if the order has not been completed before. Conservative, neutral and aggressive. The conservative option suits a favorable price variation while the aggressive option applies better to an adverse price trend. Targeted participation rate. Optional Parameters Would price The strategy will apply the price limit to orders. Orders may not be completed. Volume traded outside the price limit is not taken into account by the strategy. The strategy will attempt to complete the order if the stock trades at the Would price or better. The use of the Would option may significantly deviate the final participation rate from the targeted participation rate.
10 10 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 3.0 Algorithm Specificities Until the quantity to be executed is completed, the algorithm sends orders to the market to be executed, according to the defined participation ratio, and according to the volume traded in the markets. In order to adjust the execution to market conditions, the algorithm may get behind/ahead the level of target participation, but still respecting a maximum spread (which is determined according to the security, etc ). Furthermore, trading style is customizable. If you consider that favorable market conditions should apply, then select the conservative trading style. In the case of adverse market condition, the aggressive style would suit better. Executions are suspended as long as the limit is not respected. This algorithm does not guarantee completion of the order on the current day (the risk is greater if the order is limited). To go further... A possible delay is gradually caught up to limit the market impact. Parameters Target
11 11 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 4.0 Target The Target strategy manages the market impact of the order on the closing price by defining the strategy s optimal start time based on historical volumes and real-time market conditions. The strategy is designed to require minimum input from user. Characteristics Target is to be favoured in the following cases No. of shares ( 000) Market volume Algo volume Main Parameters This strategy allows the user to participate in auction phases without any concern about the opening/closing hours as well as auction order characteristics. Reduce market impact on closing price of significant orders while minimizing market risks. % Intraday volume Maximum intraday volume participation rate estimated from historical intraday volumes. % volume Maximum auction volume participation rate estimated from historical auction volumes. Target Optional Parameters The strategy will apply the price limit to orders. Orders may not be completed. Volume traded outside the price limit is not taken into account by the strategy.
12 12 Natixis Algorithmic Trading Strategies (Volume Driven Algorithms) 4.0 Target Target Algorithm Specificities According to specific market auction characteristics, the strategy uses the Stock Exchange standards to send orders.this strategy will automatically define the optimal start of the order, will use the VWAP strategy during continuous trading and send the remaining quantity during the auction, while targeting % volume parameters based on historical data. Target Parameters Target
13 13 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 5.0 Steps The Steps strategy trades at a user defined percentage of the primary exchange and MTFs volumes and increases or decreases this participation rate when the stock price reaches user defined levels. Characteristics Steps is to be favoured in the following cases R3 R2 R1 Participation Rate The strategy makes it possible to simulate other algorithm behaviours such as Momentum, Value or Implementation Shortfall while offering better controls over specific constraints. Target Stock price Algo Participation Main Parameters Start / End time By default, start time is at reception of the order, potentially including market open if received before the opening auction. End will apply if the order has not been completed before. % Volume Targeted participation rate. Trading style Conservative, neutral and aggressive. The conservative option suits a favorable price variation while the aggressive option applies better to an adverse price trend. Optional Parameters Direction / Price level / Ratio % The strategy will apply the price limit to orders. Orders may not be completed. Volume traded outside the price limit is not taken into account by the strategy. Direction is either above or below. New participation rate should apply when the stock price is Above or Below the Price Level. Maximum consistency controls are applied to these parameters at the start of the strategy. The user can define up to 3 ranges.
14 14 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 5.0 Steps Steps Parameters Target
15 15 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 6.0 Momentum/Value The two strategies trade at a targeted percentage of the current volumes on primary exchanges and MTFs, and dynamically adjust this participation rate to stock price variations benchmarked to a reference price. The reference price can be automatically defined by the strategy or entered by the user. The Value Strategy will increase the participation rate when the stock price moves favorably and decrease it when the stock price moves away from the reference price. The Momentum Strategy adopts the opposite behaviour. Characteristics Target Momentum/Value is to be favoured in the following cases Participation Rate The Value Strategy suits mean-reverting trading belief. The Momentum strategy suits trend-following belief. Stock price Algo Participation Main Parameters Start / End time Trading style By default, start time is at reception of the order, potentially including market open if received before the opening auction. End will apply if the order has not been completed before. Conservative, neutral and aggressive. The conservative option suits a favorable price variation while the aggressive option applies better to an adverse price trend. Optional Parameters Would price Reference price The strategy will apply the price limit to orders. Orders may not be completed. Volume traded outside the price limit is not taken into account by the strategy. The strategy will attempt to complete the order if the stock trades at the Would price or better. The strategy replaces the mid-point bid offer with the defined reference price as the benchmark price.
16 16 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 6.0 Momentum/Value Momentum/Value Parameters Target
17 17 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 7.0 Hunt The Hunt strategy provides the opportunity to execute an order on the primary exchange and MTFs while never being placed in the market and thus to minimize information leakage. Characteristics Hunt is to be favoured in the following cases 100% 0% Volume Suitable for illiquid instruments. To execute an order at a limit price without being visible to the market. Target Stock price Algo Participation Main Parameters Start / End time Optional Parameters Minimum quantity Hunt Parameters By default, start time is at reception of the order, potentially including market open if received before the opening auction. End will apply if the order has not been completed before. The strategy reacts to liquidity offered at the price limit or better. The strategy will react to favorable price only if available liquidity is above the Minimum Quantity so as to reduce information leakage for small quantities.
18 18 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 8.0 Implementation Shortfall The objective of Implementation Shortfall is to minimize the execution cost of an order. The aim is to try trading off the real time market impact cost of the order and the opportunity cost of delayed execution. The strategy will increase the targeted participation rate when the stock price moves favorably and decrease it when the stock price moves adversely. The strategy is designed to trade on primary exchanges and MTFs, requiring minimum input from the user. Characteristics Target Implementation Shortfall is to be favoured in the following cases 45%* 5%* Stock price Algo Participation Main Parameters Start / End time Trading style Participation Rate Order benchmarked to the current stock price (bid-offer mid price) with decent liquidity. Orders where you want to control market impact** while benefiting from favorable conditions (as regards price and volume variations). * Participation limit excluded from limit & would price ** to specific benchmark By default, start time is at reception of the order, potentially including market open if received before the opening auction. End will apply if the order has not been completed before. Conservative, neutral and aggressive. The conservative option suits a favorable price variation while the aggressive option applies better to an adverse price trend. Optional Parameters Would price Reference price The strategy will apply the price limit to orders. Orders may not be completed. Volume traded outside the price limit is not taken into account by the strategy. The strategy will aim to complete the order if the stock trades at the Would price or better. The strategy replaces the mid-point bid offer with the defined reference price as the benchmark price.
19 19 Natixis Algorithmic Trading Strategies (Price Driven Algorithms) 8.0 Implementation Shortfall Implementation Shortfall Parameters Target
20 Natixis Equity Markets Global Execution Services Natixis Execution Algorithms in a Nutshell Do you want to know more? Our Algorithmic Trading Expert Team will be pleased to answer your questions. Call us on +33 (0) / / (Paris) (London) or to [email protected] 1 Variety 8 algorithms, 1 SOR, a range of order types 2 Simplicity Automatic setting of most parameters 3 Flexibility In-house developments means fast customisation 4 Accessibility Direct access on clients gateways via FIX 5 Performance Daily analysis and backtests 6 Defragmentation Multi-venue trading and benchmarks Volume Driven Algorithms Used to control the execution rate. Better suited for long duration orders from 30 min to 1 day Price Driven Algorithms Can execute 100% of an order very rapidly if market conditions are compatible with order parameters VWAP TWAP PARTICIPATE TARGET CLOSE MOMENTUM / VALUE HUNT IMPLEMENTATION SHORTFALL Performance Diagram Market volume Algo volume Stock price Algo Participation No. of shares ( 000) No. of shares ( 000) No. of shares ( 000) No. of shares ( 000) R3 R2 R1 0% 100% Participation limit 45% 5% Strategy Objective Usage Aims to target the VWAP (Volume Weighted Average Price) over a defined period not exceeding the day. VWAP target orders. Passive strategy in order to minimize market impact on large orders. Liquid securities with low volume variance market impact on large orders. Aims to execute trades evenly based (on time) not volume over a defined period not exceeding the day. Anticipation of unfavorable prices during high volume periods. Alternative strategy to VWAP but with a flat volume profile. Liquid securities with high volume variance. Aims to execute trades at a user predefined participation rate based on real-time volume until the order is completed. Execution in line with real-time market volume with a trade price close to the VWAP over the execution period. Satisfied with current market price but willing to reduce market impact over the execution period. Aims to execute trades targeting the closing price while monitoring the market impact on the closing auction by beginning the order before the auction if needed. Closing prices target orders. Orders with the ability to minimize market impact over the closing price. Aims to execute trades at multiple user predefined participation rates subject to market price bandwith. Orders with flexibility on the participation rate to step up and down at user defined price levels. Momentum strategy aims to minimize the spread between the execution price and the arrival price while assuming that the stock price will remain on its trend. Value strategy aims to minimize the spread between the execution price and the arrival price while assuming that the stock price will follow a mean reverting behaviour. Large orders targeting the arrival price while assuming a belief on the stock price s future trend. Aims to execute all liquidity proposed at a better price than the limit price while not being visible in the market. Orders where information leakage would be very detrimental. Particularly suited to illiquid stocks. Aims to minimize the spread between the execution price and the arrival price. Large orders targeting the arrival price while monitoring the impact cost. To reduce impact on liquid stocks and improving performance compared to a constant participation rate. Main Parameters Limit price Percentage of volume Would Trading style: conservative, neutral, aggressive Limit price Percentage of volume Would Trading style: conservative, neutral, aggressive Limit price Percentage of volume: main parameter Would Trading style: conservative, neutral, aggressive Limit price Percentage of volume: available for intraday and auctions Limit price Percentage of volume: multiple possibilities offered Would Trading style: conservative, neutral, aggressive Limit price Would Trading style: conservative, neutral, aggressive Reference price Limit price Minimum quantity Limit price Would Trading style: conservative, neutral, aggressive Reference price Typical Order/ Example Buy 150,000 shares over the day including open and closing auctions with a volume limit of 20%. Buy 150,000 shares spread evenly between open and closing auctions with a volume limit of 20%. Buy 150,000 shares at a participation rate of 25% not exceeding a price with a neutral trading style until completed or market closes. Buy 150,000 shares targeting the closing price without exceeding 25% of the estimated volume during the execution period. Buy 150,000 shares at a participation rate of 25% below Increase the participation rate to 30% below and stops above Buy 150,000 shares targeting the arrival price subject to an aggressive trading style, increase the participation rate when the price moves away from the arrival price. Buy 150,000 shares below without being in the market. React to any offer price below and with a minimum quantity of 100 shares. Buy 150,000 shares targeting the arrival price subject to an aggressive trading style. Try to complete the order below Main Behaviour Volume and price delay When a volume or price limit is set, trades are suspended as long as the limit condition is not met. As soon as the limit is reached, the volume delay is spread over a short period of time Volume profile calculation A volume profile for 2,500 securities is generated at least every day based on historical data using proprietary models. Confidence level indicators are generated in order to analyse each security volume profile variance. Price delay When a volume or price limit is set, trades are suspended as long as the limit condition is not met. As soon as the limit is reached, the volume delay is gradually caught up in order to reduce market impact. Execution strategy Historical volumes are used to define the start time and volume placed at the closing auction. Although minimum input is required, several execution strategies for trading before the closing auction are proposed. Model monitoring Initial controls are implemented to validate the consistency in participation rates and price levels. Execution strategy Similar behaviour to the strategy with several levels of participation rates. Momentum quantitative model The algorithm will automatically define in real-time the participation rate balancing the impact risk and the market risk. In a favorable price move, the algorithm will substantially decrease the participation rate in order to benefit from the favorable trend. Price change Dynamic triggers as mid-point or price within the spread can be defined in order to reduce information leakage to the market. Quantitative model The algorithm will automatically define in real time the participation rate balancing the impact risk and the market risk. In a favorable price move, the algorithm will substantially increase the participation rate.
21 47, quai d Austerlitz Paris cedex 13 Natixis, Paris 47, Quai d Austerlitz Paris France Natixis, London Cannon Bridge House 25 Dowgate Hill London EC4R 2YA, UK Natixis, New York 9 West 57th Street 36th Floor New York, NY Natixis, Hong Kong Level 23, Two Pacific Place 88 Queensway Hong Kong This document is a marketing presentation for discussion and information purposes only. It is highly confidential and it is the property of Natixis. It should not be transmitted to any person other than the original addressee(s) without the prior written consent of Natixis. This document is a marketing presentation. It does not constitute an independent investment research and has not been prepared in accordance with the legal requirements designed to promote the independence of investment research. Accordingly there are no prohibitions on dealing ahead of its dissemination. The distribution, possession or delivery of this document in, to or from certain jurisdictions may be restricted or prohibited by law. Recipients of this document are therefore required to ensure that they are aware of, and comply with, such restrictions or prohibitions. Neither Natixis, nor any of its affiliates, directors, employees, agents or advisers nor any other person accept any liability to anyone in relation to the distribution, possession or delivery of this document in, to or from any jurisdiction. This document is communicated to each recipient for information purposes only and does not constitute a personalised recommendation. It is intended for general distribution and the products or services described herein do not take into account any specific investment objective, financial situation or particular need of any recipient. It should not be construed as an offer or solicitation with respect to the purchase, sale or subscription of any interest or security or as an undertaking by Natixis to complete a transaction subject to the terms and conditions described in this document or any other terms and conditions. Any guarantee, funding, interest or currency swap, underwriting or more generally any undertaking provided for in this document should be treated as preliminary only and is subject to a formal approval and written confirmation in accordance with Natixis current internal procedures. Natixis has neither verified nor independently analysed the information contained in this document. Accordingly, no representation, warranty or undertaking, express or implied, is made to recipients as to or in relation to the accuracy or completeness or otherwise of this document or as to the reasonableness of any assumption contained in this document. The information contained in this document does not take into account specific tax rules or accounting methods applicable to counterparties, clients or potential clients of Natixis.Therefore, Natixis shall not be liable for differences, if any, between its own valuations and those valuations provided by third parties; as such differences may arise as a result of the application and implementation of alternative accounting methods, tax rules or valuation models. Prices and margins are deemed to be indicative only and are subject to changes at any time depending on, inter alia, market conditions. Past performance and simulations of past performance are not a reliable indicator and therefore do not predict future results. The information contained in this document may include results of analyses from a quantitative model, which represent potential future events that may or may not be realised, and is not a complete analysis of every material fact representing any product. Information may be changed or withdrawn by Natixis at any time without notice. More generally, no responsibility is accepted by Natixis, nor by any of its holding companies, subsidiaries, associated undertakings or controlling persons, or any of their respective directors, officers, partners, employees, agents, representatives or advisors as to or in relation to the characteristics of this information. The statements, assumptions and opinions contained in this document may be forward-looking and are therefore subject to risks and uncertainties. Actual results and developments may differ materially from those expressed or implied, depending on a variety of factors and accordingly there can be no guarantee of the projected results, projections or developments. Natixis makes no representation or warranty, expressed or implied, as to the accomplishment of or reasonableness of, nor should any reliance be placed on any projections, targets, estimates or forecasts, or on the statements, assumptions and opinions expressed in this document. Nothing in this document should be relied on as a promise or guarantee as to the future. Natixis is authorized in France by the Autorité de contrôle prudentiel (ACP) as a Bank Investment Services Provider and subject to its supervision. Natixis is regulated by the AMF in respect of its investment services activities. Natixis is authorised by the Autorité de Contrôle Prudentiel (ACP) in France and subject to limited regulation by the Financial Services Authority (FSA) in the United Kingdom. Details on the extent of our regulation by the Financial Services Authority are available from us on request. Natixis is regulated by the BaFin (Bundesanstalt für Finanzdienstleistungsaufsicht) for the conduct of its business in Germany. Natixis is regulated by Bank of Spain and the CNMV for the conduct of its business in Spain. Natixis regulated by Bank of Italy and the CONSOB (Commissione Nazionale per le Società e la Borsa) for the conduct of its business in Italy. Shutterstock.com (artjazz, Andrey Armyagov, Stankevich, Tischenko Irina) - All rights reserved -
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