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10 Best Managed Forex Accounts

Edited by: Louis Schoeman

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The 10 Best Managed Forex Accounts revealed. Through in-depth research, thorough exploration, and rigorous testing, we have pinpointed the top 10 Managed Forex Accounts for those who prefer having their trades managed by professionals. 

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In this in-depth guide, you’ll learn: 

  • What are Managed Forex Accounts 
  • What are the 10 Best Managed Forex Accounts  
  • How Managed Forex Account Work 
  • What are the Benefits of Managed Forex Accounts 
  • How to Open a Managed Forex Account 
  • How to Manage Risks in Terms of Managed Forex Accounts 
  • Our Conclusion on the 10 Best Managed Forex Accounts 
  • Popular FAQs about the 10 Best Managed Forex Accounts 

 

And lots more… 

So, if you’re ready to go “all in” with the 10 Best Managed Forex Accounts… 

Let’s dive right in… 

 

🏆 10 Best Forex Brokers

BrokerReviewRegulatorsMin DepositWebsite
🥇Read ReviewASIC, FSA, CBI, BVI, FSCA, FRSA, CySEC, ISA, JFSAUSD 100Visit Broker
🥈Read ReviewFSCA, IFSC, ASIC, CySEC, DFSA, FCAUSD 5Visit Broker
🥉Read ReviewFCA, FSCA, FSC, CMAUSD 200Visit Broker
4Read ReviewASIC, BaFin, CMA, CySEC, DFSA, FCA, SCBUSD 200Visit Broker
5Read ReviewFSC, FSA, VFSCUSD 10Visit Broker
6Read ReviewCySEC, MISA, FSCAUSD 25Visit Broker
7Read ReviewCySEC, FCA, FSA, FSCA, Labuan FSAUSD 100Visit Broker
8Read ReviewCBCS, CySEC, FCA, FSA, FSC, FSCA, CMAUSD 10Visit Broker
9Read ReviewASIC, CySEC, FSCA, CMAUSD 100Visit Broker
10Read ReviewIFSC, FSCA, ASIC, CySECUSD 1Visit Broker

 

What Are Managed Forex Accounts? 

Managed forex accounts are a service designed for people who prefer not to get directly involved in the complicated world of forex trading. These accounts are handled by professionals with substantial experience who use their knowledge to carry out customer trade plans.  

Managed forex accounts are one of a kind because they combine direct access to the market with expert control. This way, investment choices can be based on real-time market changes and experienced analysts’ views.  

This arrangement opens the forex market to people who do not have the time or technical know-how to trade on their own. It also adds a level of risk management and strategy planning that is usually only available to big players.  

By giving their assets to experienced managers, investors can get diversified forex exposure, the ability to make strategic trading changes in response to market volatility, and the utmost protection of their investment capital against the currency markets’ unpredictable ups and downs.

 

10 Best Managed Forex Accounts (2024*)

  1. ☑️PepperstoneLow-cost MetaTrader platform experience.
  2. ☑️AvaTrade – Award-winning FCA-regulated trading platform.
  3. ☑️Exness – Award-winning Broker in 2024*
  4. ☑️FP Markets – The Best Global financial market.
  5. ☑️BlackBull Markets – Best trading platform.
  6. ☑️FxProVoted multi-asset platform Broker.
  7. ☑️HFM – Best trading services.
  8. ☑️Dukascopy – Offers multiple trading account types.
  9. ☑️Grand Capital Low-cost MetaTrader platform experience.
  10. ☑️IC Markets – Best customer service.

 

Best Managed Forex Accounts

👥 Brokers👉 Open Account💰 Minimum Deposit⚖️ Regulators✔️ Starting spread
1. Pepperstone 👉 Open Accountno minimum or maximum depositASIC, BaFin, CMA, CySEC, DFSA, FCA, SCB0.0 pips
2. AvaTrade👉 Open Account$100ASIC, FSA, CBI, BVI, FSCA, FRSA, CySEC, ISA, JFSA0.9 pips EUR/USD
3. Exness👉 Open Account$10CBCS, CySEC, FCA, FSA, FSC, FSCA, CMA0.0 pips EUR/USD
4.FP Markets 👉 Open Account$100CySEC, ASIC, FSCA, CMA0.09 pips
5. BlackBull Markets 👉 Open Account$0FMA, FSA0.0 pips, variable
6. FxPro 👉 Open Account$100FCA, CySEC, FSCA, SCB1.2 Pips
7. HFM 👉 Open Account$0CySEC, FSCA, FCA, FSA, DFSA, CMA, St. Vincent & the Grenadine0.0 pips
8. Dukascopy 👉 Open Account$100FINMA, JFSA, FCMC 0.1 pips
9. Grand Capital 👉 Open Account$500FinCom0.4 to 1 pip
10. IC Markets 👉 Open Account$200ASIC, CySEC, FSA, SCB0.0 pips

 

10 Best Managed Forex Accounts 

Pepperstone 

Pepperstone offers PAMM accounts linked to a vast social and copy trading network. Traders can thoroughly assess potential money managers by reviewing their previous trades and trading styles.  

This feature is ideal for individuals who wish to delegate trading tasks to others while maintaining control over the traders they follow, ensuring alignment with their risk tolerance and investment objectives. 

Pepperstone

Performance Metrics 

Pepperstone provides detailed performance measures for each money manager, including total return, drawdown, largest gain, largest loss, and revenue metrics. Being transparent like this enables individuals to make informed choices. 

 

Management Fees 

Fees vary among money managers as each sets their rates. Typically, a performance-based fee is charged, where the manager receives a portion of the profits generated by your investment. 

 

Unique Features 

Feature Information
⚖️ Regulation ASIC, BaFin, CMA, CySEC, DFSA, FCA and SCB
💻 Islamic Account Yes
💵 Minimum SpreadVariable, from 0.0 pips EUR/USD
💸 Minimum Commission per Trade From AU$7
📱 Demo Account Yes
📊 PAMM Accounts Only MAM for Fund Managers
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
Pepperstone’s MAM accounts can access social trading Performance fees apply
There are competitive charges on MAM accounts The demo account expires after 30 days
Pepperstone is well-regulated and offers transparent conditions
There are several robust tools and features for MAM accounts

 

AvaTrade 

AvaTrade provides various managed account options, including ZuluTrade, MAM, and PAMM. This selection caters to a wide range of traders, including those interested in controlled accounts and traders aspiring to be money managers.  

ZuluTrade’s latest feature enhances its attractiveness by providing users access to a worldwide network of traders and strategy providers. 

 

Performance Metrics 

AvaTrade offers valuable performance indicators to money managers designed for transparency, enabling them to make informed decisions. This can be done by reviewing previous outcomes, risk assessments, and other pertinent details. 

AvaTrade

Management Fees 

Each manager determines their fee for management services. Fee structures can vary, and they might involve fees based on performance. 

 

Unique Features 

Feature Information
⚖️ Regulation Central Bank of Ireland (CBI), BVI FSC, ASIC, FSCA, JFSA, FFAJ, ADGM, CySEC, ISA, KNF, IIROC
💻 Islamic Account Yes
💵 Minimum Spread0.9 pips EUR/USD
💸 Minimum Commission per Trade None; only the spread is charged
📱 Demo Account Yes
📊 PAMM Accounts MAM
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
AvaTrade offers some of the best managed account solutions Managers charge performance fees
AvaTrade’s MAM performance metrics are transparent AvaTrade charges inactivity fees
MAM Accounts can access social trading features
AvaTrade is a trusted trading partner

 

Exness 

Using PAMM solutions, Exness prioritizes user-friendly features and facilitates peer-to-peer trading.  

Traders can access a wide range of professionals, making discovering and replicating successful trading strategies easier. This approach simplifies forex trading participation for beginners and seasoned individuals. 

 

Performance Metrics 

Exness provides essential performance indicators like return on investment, risk score, number of copiers, and trade records for evaluating potential managers. 

Exness

Management Fees 

The fee structure is determined by a commission, the strategy provider (the trader you copy), who charges for profitable trades. 

 

Unique Features 

Feature Information
⚖️ Regulation FSA, CBCS, FSC, FSC BVI, FSCA, CySEC, FCA, CMA
💻 Islamic Account Yes
💵 Minimum Spread0.0 pips EUR/USD
💸 Minimum Commission per Trade From $0.1 per side, per lot
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
Exness offers dedicated PAMM Accounts Exness offers limited tradable instruments
There are several managers to choose from Commission-free accounts have wide spreads
Exness publishes important performance indicators for managers
Traders can expect a transparent and secure trading environment

 

FP Markets 

FP Markets is recognized for its robust regulations and seamless integration with MetaTrader platforms. It offers both MAM and PAMM accounts. Thanks to a robust technology base, this blend ensures that money managers and clients can trade confidently and easily. 

 

Performance Metrics 

FP Markets details potential money managers’ historical earnings, risk levels, and key metrics on the platform, letting traders choose a manager according to their objectives and needs. 

FP Markets

Management Fees 

Management costs vary depending on the manager. However, you can anticipate a standard structure focused on achievement, with the manager receiving a percentage of your earnings. 

 

Unique Features 

Feature Information
⚖️ Regulation ASIC, CySEC, FSCA, FSA, FSC
💻 Islamic Account Yes
💵 Minimum Spread0.0 pips
💸 Minimum Commission per Trade From $0.1 per side, per lot
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
FP Markets offers MAM and PAMM accounts FP Markets has a limited demo account
Traders can easily choose a manager using performance metrics Slippage can occur with market execution
There is a competitive fee structure on PAMM and MAM
FP Markets offers a large and impressive product portfolio

 

BlackBull Markets 

MAM and PAMM options are available for experienced investors, highlighting fast processing, high liquidity, and compatibility with different MAM and PAMM software from external sources. This is an excellent choice for astute customers who prioritize efficiency and independence. 

 

Performance Metrics 

BlackBull Markets provides the necessary performance metrics for evaluating money managers.  

Blackbull Markets

 

Management Fees 

The fees can differ significantly among different money managers. It is common to have fees based on performance, and some managers can also use different fee structures. 

 

Unique Features 

Feature Information
⚖️ Regulation FSA, FMA
💻 Islamic Account Yes
💵 Minimum Spread0.1 pips
💸 Minimum Commission per Trade $6 per 100,000 lot traded, round turn
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
Blackbull markets has transparent conditions BlackBull Markets might be too complex for beginners
There are three flexible account types offered The demo account expires after 30 days
BlackBull Markets offers all performance details on money managers Spreads with BlackBull Markets can be wider on some instruments compared to rivals
Traders can expect tight, competitive spreads

 

FxPro 

The FxPro Quant strategy maker sets FxPro apart as a company prioritizing PAMM accounts. This tool assists Traders in discovering money managers that align with their risk tolerance and trading style. Managed forex trading becomes more tailored to your needs. 

 

Performance Metrics 

FxPro prioritizes transparency by providing every money manager with a comprehensive performance history. Furthermore, you can examine overall outcomes and other significant metrics. 

FxPro

Management Fees 

Management fees vary as each manager establishes their rates. 

 

Unique Features 

Feature Information
⚖️ Regulation FCA, CySEC, SCB, FSCA, FSC
💻 Islamic Account Yes
💵 Minimum Spread0.0 pips
💸 Minimum Commission per Trade $6 per 100,000 lot traded, round turn
📱 Demo Account Yes
📊 PAMM Accounts Only MAM
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
FxPro offers some of the best managed accounts in the industry FxPro only offers MAM solutions
There are low and competitive management fees The demo account expires after 180 days
Traders can choose from several managers based on their performance
FxPro is well-regulated and has a good reputation as a CFD and Forex broker

 

HFM 

HFM has merged PAMM accounts with their unique copy trading system, emphasizing transparent success metrics to evaluate money managers easily. Transparency is crucial for traders who seek clear and quantifiable outcomes to inform their decisions better. 

 

Performance Metrics 

Performance data is a top priority for HFM, providing money managers with specific information. With HFM’s system, you can access previous outcomes, risk assessments, decrease figures, and additional details. 

HFM

Management Fees 

The money managers determine the fees and are typically tied to the performance of the funds. Be sure to note any additional fee structures the manager brings up carefully. 

 

Unique Features 

Feature Information
⚖️ Regulation FSCA, CySEC, DFSA, FSA, FCA, FSC, CMA
💻 Islamic Account Yes
💵 Minimum Spread0.0 pips
💸 Minimum Commission per Trade From $6 per round turn on Forex
📱 Demo Account Yes
📊 PAMM Accounts Only MAM
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
HFM offers tailormade PAMM solutions to traders HFM’s portfolio of 500 instruments is limited
Traders can access and view PAMM metrics on the HFM website Commission-free accounts incur wider spreads
HFM offers HFCopy for social trading solutions
HFM keeps all client funds segregated

 

Dukascopy 

Dukascopy, a Swiss company, is renowned for its safety. They provide LP PAMM (Liquidity Provider PAMM) accounts with additional customization options. This approach is tailored for experienced professionals seeking more sophisticated strategies for managing their clients’ finances. 

 

Performance Metrics 

Dukascopy provides managers with performance metrics, while the LP PAMM system offers greater flexibility in reporting them. It is crucial to evaluate each supervisor thoroughly. 

Dukascopy

Management Fees 

The LP PAMM arrangement allows the money manager to control fees significantly. Therefore, traders should expect personalized fee arrangements. 

 

Unique Features 

Feature Information
⚖️ Regulation FINMA, FCMC, JFSA
💻 Islamic Account Yes
💵 Minimum Spread0.1 pips
💸 Minimum Commission per Trade $5 per million USD on MT4/5
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
Dukascopy is a reputable broker and licensed bank There is a limited demo account
There are several managers from which to choose according to traders’ objectives There may be high management fees charged
Dukascopy offers sophisticated tools and resources for managed accounts
Dukascopy’s LP PAMM system is innovative and robust

 

Grand Capital 

Grand Capital offers PAMM and LAMM (Lot Allocation Management Module) accounts. This provides traders with additional choices and supports individuals interested in pursuing a career as money managers.  

This dual approach allows you to select from various options for managing and operating trades. 

 

Performance Metrics 

Grand Capital provides you with historical performance data, risk scores, and other important metrics for their money managers for you to evaluate their past performance. 

Grand Capital 

Management Fees 

Each manager establishes their fees, typically tied to performance. However, it could also involve fixed fees at the manager’s discretion. 

 

Unique Features 

Feature Information
⚖️ Regulation None
💻 Islamic Account Yes
💵 Minimum Spread0.4 pips
💸 Minimum Commission per Trade From $5
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
Grand Capital offers comprehensive tools and resources for managed accounts There is no proof of regulation or licenses
Traders can register a demo account across live account types Spreads can be wide during volatile market conditions
The performance metrics of managers are offered by Grand Capital Managers may impose fees
Traders can start trading with a low minimum deposit

 

IC Markets 

IC Markets provides MAM accounts in addition to ZuluTrade. ZuluTrade is renowned for its competitive spreads and sophisticated trading features.  

Investors interested in social copy trading options and those looking for a technologically advanced tool to manage multiple accounts will find this appealing. 

 

Performance Metrics 

IC Markets provides performance data and detailed trading profiles for their money managers through ZuluTrade, enabling you to assess potential managers. 

ICMarkets

Management Fees 

Each manager determines fees on both the MAM platform and ZuluTrade. Anticipate a combination of performance-based models and occasionally fees based on numbers. 

 

Unique Features 

Feature Information
⚖️ Regulation ASIC, CySEC, FSA, SCB
💻 Islamic Account Yes
💵 Minimum SpreadFrom 0.0 pips
💸 Minimum Commission per Trade From $3 to $3.5
📱 Demo Account Yes
📊 PAMM Accounts Yes
👉 Open Account👉 Open Account

 

Pros and Cons 

✔️ Pros❌ Cons
IC Markets is a reputable True ECN broker with attractive managed account solutions There are wide spreads on commission-free options
IC Markets vets all managers on its platform There are varying manager fees that can be costly
There are competitive zero-pip spreads on major instruments
IC Markets offers several trading solutions, including social trading

 

How Do Managed Forex Accounts Work? 

Investing in managed Forex accounts involves entrusting funds to skilled traders or firms to conduct trades in the Forex market on behalf of individual investors.  

This setup enables investors to engage in Forex trading without the necessity of constantly monitoring the markets or making trading decisions on their own.  

Managed accounts are established through a power of attorney agreement, allowing the account manager to make trades on behalf of the investor without the ability to withdraw funds. 

Investors have complete control over their accounts, with the flexibility to deposit or withdraw funds. 

 

The Role of Account Managers 

Account managers play a crucial role in managing Forex accounts. These experts, whether working individually or as part of a management company, make strategic trading decisions by analyzing the market, utilizing their expertise, and aligning with their clients’ investment objectives. 

They diligently track the Forex market, seeking chances to increase profits while controlling risk based on the investor’s strategy and risk tolerance. Clear communication and openness about the strategies used and performance are crucial elements of their position. 

 

Different Types of Managed Accounts 

Different types of managed Forex accounts are available to meet investors’ varying needs and risk tolerances. Combining funds from various investors into a single managed account results in profits and losses distributed proportionately among the investors.  

Personal accounts provide customized management with strategies crafted to suit an individual investor’s distinct goals and risk tolerance. Certain managed accounts provide advanced strategies that involve derivatives and leverage to target higher returns despite the increased risk. 

 

Fee Structures and Performance Benchmarks 

Managed Forex accounts often have different fee structures, usually consisting of management and performance fees. The management fee is a set annual charge, determined by a percentage of the assets under management, to cover the account’s expenses.  

The performance fee involves a profit-sharing agreement in which the account manager receives a portion of the profits, motivating them to excel.  

Account performance is measured against predefined goals or market indices to provide a clear metric for evaluating the success of managing the investor’s funds. 

 

What Are The Benefits of Managed Forex Accounts? 

Managed Forex accounts provide numerous advantages, making them compelling for investors seeking to expand their portfolios into the forex market without becoming experts.  

They offer access to the expertise of professional traders with the knowledge and tools to make informed trading decisions. It can be especially beneficial in the unpredictable Forex market.  

Additionally, managed accounts provide a hands-off investment strategy, allowing investors to avoid the constant need to monitor the market.  

Furthermore, these accounts can be tailored to align with the investor’s risk tolerance and objectives, delivering a unique investment journey.  

Finally, the fee structure based on performance ensures that the account manager’s interests align with the investor’s, with managers being incentivized to implement successful trading strategies that lead to profits. 

 

How to Open a Managed Forex Account 

Starting a managed Forex account follows a simple process that starts with choosing a trustworthy broker or investment firm that provides managed account services.  

Choosing the right broker is essential because it impacts the management level, the safety of funds, and the trading conditions for your investments. Once you’ve chosen a broker, the next steps

include completing the required paperwork and going through a verification process to set up your account. 

 

Documentation and Verification Process 

The documentation and verification process is a crucial step to meet regulatory requirements and safeguard your investment.  

Usually, you must provide a government-issued identification (such as a passport or ID card) and proof of residence (such as a utility bill or bank statement).  

Verifying your identity and residency is a standard practice known as Know Your Customer (KYC).  

Some brokers may need additional documentation based on their policies or the regulatory environment. It may take a few days to complete the verification process, and then you can access your account. 

 

Choosing the Right Account Manager 

Choosing the appropriate account manager is essential for the success of your managed Forex account. It is crucial to conduct comprehensive research and consider various factors to make this decision.  

These factors must include their track record, investment strategy, risk management approach, and how they align with your investment goals and risk tolerance.  

It is advisable to analyze historical performance data while reading reviews before engaging in discussions with potential managers or firms; this will allow you better insight into their competence level alongside their communication skills when handling clients.  

Furthermore, a good candidate should exhibit qualities like transparency and integrity backed by strong regulatory standing. 

 

Initial Deposit and Setting Up Your Account 

After finishing the paperwork and choosing an account manager, the next thing to do is to make an initial deposit. Minimum deposit requirements vary greatly among brokers and account types, so selecting an option that matches your investment capacity is crucial.  

Once you have funded your account, you must sign a limited power of attorney agreement (LPOA). This agreement allows the account manager to trade on your behalf but does not permit them to make any withdrawals.  

When you set up your account, you must define your investment goals, how much risk you are comfortable with, and any other preferences for managing your account. This guarantees that the trading strategy carried out by your account manager is customized to meet your financial objectives. 

 

How to Manage Risks in Terms of Managed Forex Accounts 

Handling risks in managed Forex accounts requires a comprehensive strategy and continuous monitoring. Considering the unpredictable nature of the forex market, investors need to grasp and apply risk management strategies to protect their investments.  

Choosing the appropriate account managers, establishing precise risk parameters, and consistently monitoring account performance are crucial steps in this process.  

To effectively manage risks, it is important to take a proactive approach by adjusting strategies based on market shifts and performance indicators. Embracing a disciplined approach to risk allows investors to confidently and sustainably navigate the complexities of forex trading. 

 

Strategies for Mitigating Risk 

Reducing risk in managed Forex accounts begins by meticulously selecting account managers. It is imperative to opt for managers with a proven success track record who employ transparent trading strategies and understand risk management principles.  

Investors should also explore customizable risk parameters, such as establishing maximum drawdown limits and implementing stop-loss orders to shield against market downturns.  

Furthermore, leveraging technology to automate specific risk controls can offer an extra layer of security, always ensuring adherence to predefined risk thresholds. 

 

The Importance of Diversification 

Diversifying investments is key to effectively managing risk in managed Forex accounts. This means spreading your investments across currencies, trading strategies, and account managers. By doing so, you reduce your exposure to any single risk factor. 

Diversification serves as a buffer against market volatility. When losses occur in one area, gains in another can balance them.  

Beyond Forex, it is beneficial to diversify your portfolio by including other asset classes. This strategy is rooted in the belief that a diversified portfolio is more likely to yield consistent, long-term profits. 

 

Monitoring Your Account and Manager Performance 

Monitoring your managed Forex account and the performance of your account manager is crucial for effective risk management.  

By consistently reviewing account statements performance reports, and maintaining communication with your manager, you gain valuable insights into how your investment is managed. This practice lets you assess whether it aligns with your risk tolerance and investment objectives.  Being vigilant empowers investors to make informed decisions, such as adjusting risk parameters, reallocating funds, or switching account managers if necessary.  Actively engaging and closely monitoring the investment strategy helps adapt to evolving market conditions and align with changing financial goals. 

 

Best Managed Forex Accounts

 

Conclusion 

When exploring the top forex-managed accounts, we noticed an intriguing opportunity for investors to enter the ever-changing market with professional guidance.  

These accounts provide a valuable advantage by utilizing expert knowledge to manage market fluctuations, which could increase profits for individuals who cannot trade independently.  

In our experience, it is crucial to proceed carefully, considering the risks involved in forex trading and the fluctuating performance of account managers.  

Faq

Yes, you might be able to. However, withdrawal conditions differ among different providers.  

Anticipate a mix of management fees, performance fees (if profits are made), and possibly broker commissions. Make sure to grasp all expenses associated with investing before making any decisions. 

Like any investment, managed forex accounts involve risks; previous results do not ensure future success. Understanding potential losses and ensuring the money manager’s strategy matches your risk tolerance is essential. 

One popular option is PAMM (Percentage Allocation Management Module) accounts, where profits and losses are directly tied to your investment. MAM accounts provide increased flexibility for customizing investor allocations. 

Conduct a comprehensive investigation into potential money managers, paying close attention to their historical performance, investment approach, charges, and regulation adherence. Think about whether their level of risk aligns with your own. 

Some managed forex account brokers are subject to regulations. However, regulations differ based on the jurisdiction. Therefore, it is important to thoroughly research the regulatory status of any broker or money manager before investing. 

Managed forex accounts can be appealing if you do not have much experience in trading or the time to oversee your investments actively. They provide the opportunity for increased returns with expert knowledge. 

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