Findings reveal how the demographics and backgrounds of people training AI models influences their outputs
New research analysing data from the Prolific research platform reveals how the demographics of people labelling the data used to build and train AI models influences their decisions. What one person finds offensive, another may find perfectly acceptable. This has major ramifications for the development of AI systems with the danger that existing biases are baked into them and amplified.
Machine learning and artificial intelligence systems often rely on high-quality human labelling and annotation – people reviewing and categorising the output of language models to train them. For example, to learn what kind of content is offensive or toxic or to better understand human intentions. This is often referred to as ‘Human-in-the-loop’ or Reinforcement Learning from Human Feedback (RLHF).
The study conducted collaboratively by Prolific,Potato, a web-based annotation tool, and the University of Michigan, found that age, race and education are statistically significant factors in determining how something is labelled. For example, when asked to rate the offensiveness of online comments, Black participants tended to rate the same comments as being significantly more offensive compared to other racial groups.
Prior research on annotator background has mostly focused on specific aspects of identity, like gender, and on certain tasks, like toxic language detection. This study aimed to undertake a much broader analysis, including offensiveness detection, question answering and politeness. The dataset contains 45,000 annotations from 1,484 annotators, drawn from a representative sample regarding sex, age, and race as the US population.
Findings from the research include:
Offensiveness Detection
Gender: The research found no statistically significant difference between men and women in rating content as offensive.
Race: The study found significant racial differences in offensiveness rating. Black participants rated the same comments with significantly more offensiveness than all other racial groups. The scores of white participants strongly correlated with the original Ruddit dataset* which suggests that the original annotations were likely done by white annotators.
Age: People aged 60 or over tend to find comments more offensive than middle-aged/younger participants.
Education: There were no significant differences found with respect to participant education.
Question Answering
Despite this task being largely objective (i.e. questions correlated to single right answers), accuracy at question answering did vary according to background. The largest effects were seen with race and age variation, with a smaller effect for education. The performance differences mirror known disparities in education and economic opportunities for minorities compared to their white male peers in the US.
Politeness rewriting
Politeness is one of the most prominent social factors in interpersonal communication. The study found that:
Women judged messages as being less polite than men did.
Older participants were more likely to give higher politeness ratings.
Those with high education levels tended to give lower ratings.
Black participants rated messages as being more polite than their white peers.
Asian participants gave lower politeness ratings overall.
Commenting on the research, Phelim Bradley, CEO and co-founder of Prolific said, “Artificial intelligence will touch all aspects of society and there is a real danger that existing biases will get baked into these systems. This research is very clear: who annotates your data matters. Anyone who is building and training AI systems must make sure that the people they use are nationally representative across age, gender, and race or bias will simply breed more bias.”
“Systems like ChatGPT are increasingly used by people for everyday tasks,” says assistant professor David Jurgens from the University of Michigan School of Information. “But on whose values are we instilling in the trained model? If we keep taking a representative sample without accounting for differences, we continue marginalising certain groups of people.”
The correct training and fine-tuning of AI systems is incredibly important to the safe development of AI, avoiding these systems amplifying existing biases and toxicity. This means ensuring that annotators are nationally representative across race, age, and gender. With a vetted and verified pool of 120,000 participants, Prolific offers researchers and developers the ability to access nationally representative or custom demographic groups for their RLHF needs.
The fair treatment of annotators is another crucial element of AI training and development. Reports have emerged of low-paid workers in developing countries being used for labelling and being subjected to reams of toxic online content. The ethical treatment of participants is a top priority for Prolific. Participants on Prolific are guaranteed a fair, minimum payment, have complete control over which studies they choose to take part in, and can immediately flag to Prolific any content they find offensive or disturbing.
AN EXPANDING IT firm has appointed a new Head of Operations to lead its further growth.
Michael Quinn, who has 30 years of experience in the IT sector, has joined Integrity IT Solutions, part of Eco Group.
Integrity, which has offices in Dumfries and Galloway and Cumbria, serves clients across Scotland and the north of England.
Michael, who ran his own successful IT business, is already starting to grow the company’s business across Glasgow and the rest of the Central Belt, and is targeting further growth in other parts of the UK.
Michael, from Mauchline, Ayrshire, started his career in IT aged 16 and has gained a wealth of experience and industry knowledge working for regional and national firms.
For the last two years Michael has run his own successful business MJ Technology which grew rapidly with a strong client base across central Scotland.
He steps into a newly created role at Integrity IT to lead the firm’s expansion.
“I have worked in IT for 30 years all across the UK, from London to the north of Scotland, and this was an exciting opportunity to join a growing company,” he said.
“Integrity’s customer-focused approach was a great fit for me. Throughout my career I have always been customer focused.
“I see things from the customer’s perspective and always go the extra mile to ensure the customer is looked after and provided with a quality service.”
Many of Michael’s extensive network of clients have already followed him into his new role.
“I’ve focused on building lasting relationships with clients by working onsite with customers in their workplaces so I can fully understand what they need in order to deliver the best IT solutions.
“The hands-on team at Integrity offers a quality, local, personal service and takes pride in listening to, and understanding, its clients.
“I’m looking forward to working with them to create an even bigger and better organisation which is equipped to help businesses meet the IT challenges yet to come.”
Mike Jefferson, Commercial Director at Eco Group, said: “We’re delighted to welcome Michael to the Integrity team. His experience and knowledge will help shape the future of the business and lay the foundations for further success.”
Integrity IT Solutions designs, supplies, supports and installs IT systems for clients across a wide range of sectors including the hospitality industry, professional services businesses, education settings and the NHS.
It offers a range of business solutions including IT support, cloud migration projects, server hardware, WiFi installation and hosted telephony services. The company is an authorised partner of BT and Gamma.
Founded in 2009, Integrity IT Solutions is based at Annan Business Park Way, Annan, and Rosehill Industrial Estate, Carlisle, and became part of the Eco Group of businesses in 2020.
Students at schools and colleges across Manchester have received their A level, BTEC and other vocational exam results today after sitting their first ever set of public exams.
As the cohort of students who didn’t get to sit their GCSEs due to Covid, and who faced multiple disruptions to their school life through the pandemic, today’s results are all the more impressive.
Councillor Garry Bridges, Executive Member for Early Years, Children and Young People, said: “The young people receiving their results today have been through education in exceptional circumstances and should be congratulated for how they’ve risen to the challenge.
“As they were educated during the pandemic they faced widespread upheavals, and with their GCSE exams being cancelled, they’ve had to readjust all over again to sitting exams.
“Manchester pupils faced more disruption than those in other parts of the country through the pandemic and our pupils deserve special praise for how they responded.
“Congratulations to those who got the results they need to go on to university, to an apprenticeship, or into employment.
“For those who didn’t- don’t panic, there is always someone to give you advice and support you into your next destination.
“There is a future pathway for everyone, it’s just about finding the right fit and we’re determined to do everything we can to support all our young people to succeed and to be happy in their lives.”
One headteacher who knows just how hard the class of 2023 have had to work is Peter Mulholland, outgoing Principal of William Hulme’s Grammar School in Manchester, who is retiring at the end of the month after 15 years at the school starting in 2008, and over thirty years teaching in schools in the North West of England.
He said: “I’m very proud of what our students have achieved this year, despite not having sat their GCSE exams because of Covid.
“They’ve shown great resilience throughout their A Level courses and are a credit to themselves and to our school. At the same time tribute must also be paid to our school staff for the continued care, dedication and expertise they have brought to their jobs over the hardest of times.
“Whatever next steps our students take – whether that’s going off to university like many will be, having secured places on some of the most competitive courses around, or moving into the world of work through an apprenticeship or further training, or even taking some time out to decide what to do next – after everything they have been through over the last few years they really do deserve the best, and to succeed and to thrive in the future.”
The second intake for a free return to work support programme has just been launched in Manchester.
STEM ReChargeprovides career coaching, job skills training, mentoring and technical refresh sessions to parents and carers in the Midlands and North of England who want to return to engineering or tech after a career break of a year or more.
The programme is being delivered by expert return to work organisations, Women Returners and STEM Returners. It is funded by the Government Equality Hub and supported by the Minister for Women and Equalities, Kemi Badenoch and the Minister for Women, Maria Caulfield. The first intake of the programme in May supported more than 40 parents and carers. Returners can apply for the next programme starting in October here.
Manchester returner’s experience on the Programme
Manchester-based Arul worked as a Software Tester for 5 years on various automation and manual testing projects across different industries, including banking & finance, investment, and insurance. She took a 2-year career break tocare for her family.
On looking to return to work Arul found the journey presented more challenges than she expected, especially in light of the current market downturn, which had created a more competitive job market.
“The STEM ReCharge program has played a pivotal role in preparing me for my return to work. The career coaching and job skills workshops offered invaluable insights and guidance, allowing me to refine my resume, strengthen my interview skills, and stay abreast of the latest industry trends. The STEM ReFresh week sessions provided a wealth of information and networking opportunities, connecting me with professionals across various fields. The mentoring support has been truly invaluable, offering personalised guidance and support, bolstering my confidence every step of the way. The program has equipped me with the tools and resources needed to navigate the job market with confidence and readiness.I would describe the STEM ReCharge program as a comprehensive and empowering platform specifically designed for individuals returning to the workforce. By providinga holistic approach to professional development and support, STEM ReCharge empowers returners to overcome challenges, build new connections, enhance their skills, and thrive in their chosen fields“.
Tech and Engineering Industry Growth
Estimates from Microsoft suggest that, globally, there will be 149 million new jobs in software, data, AI, machine learning and cyber by 2025. The latest UK projections suggest a net growth in engineering roles of 2.8% compared to 2.3% in all occupations, which will result in 173,000 new engineering and technology jobs by 2030*.
Home to a thriving £5bn digital ecosystem, Manchester is the UK’s Top Digital Tech City and the fastest growing Tech city in Europe***. As more Manchester tech companies are created, and the existing ones continue to expand, it is crucial to harness all the local talent with the core skills to allow the sector to innovate and grow.
As such, there is a pressing need to support localqualified STEM professionals, the majority of whom are women, back to work. A recent report from Tech Talent Charter and Code first Girlsstated that half of women in tech drop out by the age of 35**. Parents and carers often face an uphill battle when trying to return to professional-level work aftera long career break, facing a range of challenges from a lack of self-confidence to widespread recruiter bias against people without recent experience.
STEM ReCharge tackles these barriers with a comprehensive programme of coaching, training and mentoring as well as making connections with employers. The project is also training local employers to be more inclusive of returners in their recruitment practices.
Julianne Miles, CEO of Women Returners, said: “It’s fantastic to see that we’re already making such a strong impact with the STEM ReCharge support programme. After a decade of supporting professionals to return to work, we’rewell aware of the multiple challenges returners face, particularly in technical fields. With our first STEM ReCharge cohort, we’re already seeing the power of a targeted support programme, rebuilding confidence, skills, knowledge and networks, to enable these talented returners to get back into great jobs. We’re really looking forward to welcoming the second cohort in October.”
Natalie Desty, Director of STEM Returners, said: “To see the positive impact STEM ReCharge is already having is very rewarding. As an industry, we need to do more to increase the opportunity for returners in STEM and lower the barriers they face when they try to resume their careers. We would like to encourage returners and employers to take advantage of this free programme and work together to help more parents and carers return to work.”
Specialist business property adviser, Christie & Co, has announced the expansion of its dental team in the North of England with the appointment of business agent, Cathy Murphy.
Following a degree in Criminal Justice from the University of Chester, Cathy worked for eight years as a practice manager at a large, predominantly NHS practice in Merseyside, before selling dental businesses at a brokerage firm for four and a half years.
Cathy joins Christie & Co at a very busy time, where there is significant activity across the North of England, 90 per cent of which is independent market-led, and reflective of the wider UK. The team remains optimistic about activity moving into the second half of the year.
Cathy Murphy, Business Agent – Dental at Christie & Co, comments, “Having worked in brokerage for the last four years, I am looking forward to building on existing relationships within the industry. My previous position has provided me with market knowledge and experience, which Christie & Co will undoubtedly build upon, given their exceptional reputation in the dental sector. Market activity is strong in the North, and I expect to see a surge in activity over the next 12 months.”
Paul Graham, Head of Dental at Christie & Co, comments, “Our esteemed dental team gains a seasoned professional who brings not only her impressive qualifications but also a commitment to excellence that resonates with our core values. Cathy’s track record of achievements serves as a testament to her dedication and capability. As we welcome Cathy, we seize the opportunity to learn from one another and to collectively script the next chapter of our position as the go-to agents in the dental market.”
Grayce has been awarded preferred supplier status as part of Public Sector Resourcing’s (PSR) Recruit Train Deploy (RTD) service. This will enable the business to provide Grayce’s Hire, Train, Deploy and Develop solutions to the public sector, ensuring digital transformation is supported, new skills are brought to the public sector and emerging talent is given the spotlight it deserves.
The appointment will enable Grayce to directly deliver services across Central Government, Local Government, Health and the wider public sector through a recognised and compliant framework. Expanding on its existing public sector capability, the company will provide these organisations with carefully selected Grayce talent, employed by Grayce, and supported through tailored development pathways encompassing digital, data and business skills, while supported by Grayce’s dedicated delivery team and support structure. Government organisations will have an option to permanently employ Grayce talent directly following completion of their development programme.
Flexible technical resource
Using Grayce enables clients to build and develop their technical and transformation teams as their business requirement grows. Grayce also attracts a diverse range of emerging talent with low risk to the clients – providing a proven model and high client satisfaction rates.
Jo Matkin, CEO at Grayce said: “We are delighted to be part of this procurement framework for the public sector. All organisations need to focus on their digital transformation right now, and I believe that by partnering with us for digital, data, commercial and transformation talent, we will not only match talent with business demand, but also equip the public sector with skills for the next generation.
Building individuals’ careers and clients’ talent capability
“Although our analysts are employed by us, as our clients’ needs change, they have the opportunity to take the analysts on as direct employees. Our business model enables us to help build individuals’ careers and clients’ talent capability. This means we can enhance their workforce, building digital and business skills for the future.”
For further information about how Grayce can help you meet the changing dynamics of your business, visit: www.grayce.co.uk
Experienced employment lawyer Louise Rogers has joined national law firm Clarke Willmott LLP as a partner in its Manchester office.
Louise acts for employers and senior executives on an array of employment issues, with particular specialisms in the banking and financial services, technology and media sectors. She joins Clarke Willmott after ten years at a commercial firm in London.
Louise has particular expertise in dismissal, discrimination and whistleblowing claims and is also experienced in breach of contract disputes involving bonus/commission arrangements, confidentiality and post-termination restrictions.
She frequently advises on negotiated exits and severance packages (often high value and with a corporate aspect such as statutory appointments and shareholdings), the management of senior executive and board departures and team moves.
Louise provides clients and HR professionals with day-to-day strategic advice and support in relation to all employment queries from contract negotiations and recruitment through to the implementation of workplace policies, complex grievances procedures and performance management and/or disciplinary issues.
She also handles bespoke employment documentation including director service agreements and consultancy arrangements and is skilled at advising in relation to restructuring, redundancy consultation and TUPE.
Marc Long, partner and head of the employment team at Clarke Willmott, added: “We are very pleased that Louise has joined us. As well as helping us build our employment offering in Manchester, Louise will play an important role in helping us to continue to grow our employment team nationally.”
Clarke Willmott is a national law firm with offices in Birmingham, Bristol, Cardiff, London, Manchester, Southampton, and Taunton.
With interest in the Women’s FIFA World Cup now at fever pitch as the Lionesses prepare for the tournament Final against Spain on Sunday, football fans will be able to watch the match live on big screens in Manchester’s Piccadilly Gardens.
A fan-zone is being set up for the day with two big screens which will show the build-up to the match and live as-it-happens coverage of what is sure to be a thrilling match between the two sides.
Entrance into the fan-zone will be from 10 am on a first-come, first-served basis, with capacity capped at 6,000.
Fans will be able to choose whether to watch the big screen action from the strictly no-alcohol grassed area of Piccadilly Gardens, or from the adjoining raised platform area with its existing bars which will operate in accordance with their usual Sunday licensing restrictions.
Fans are encouraged to travel light, with no big bags, and to bring their own brunch and soft drinks. No glasses or bottles will be allowed, and bag searches will be in operation.
Councillor John Hacking, Executive Member for Skills, Employment and Leisure, said: “As a city that loves its football it has been absolutely fantastic to watch the skill and determination shown by the Lionesses over these last few weeks in the World Cup. Getting to the Final is a massive achievement and we want them to know that the whole of Manchester is behind them.
“So if you’re looking for some big screen action to cheer the Lionesses on and an atmosphere to rival that in Australia, Piccadilly Gardens is the place to be. But whatever you do – and wherever you are, this is one match you don’t want to miss!”
The iconic 1989 Batmobile, made famous by Tim Burton’s Batman film series, has found new life on the streets of Qatar, thanks to the expertise of Knowsley based rubber component manufacturer Ley Rubber.
Comparable in status to the DeLorean from the Back to the Future franchise, the 1989 Batmobile is an emblematic movie vehicle that has captured the imagination of a generation. Originally created for the 1989 Batman film starring Michael Keaton, the car’s design perfectly embodies the dark and brooding essence of the caped superhero.
Acquired at auction by a Qatari Prince for nearly £1 million, the Batmobile was transported back to the UK for a critical restoration project, as its new owner wished to drive it on the streets of Qatar.
Ley Rubber was presented with the unique challenge of crafting a weatherproof seal for the Batmobile that could withstand the elements while also minimising vibrations from body panels. Notably, the car’s entry is a sliding roof panel that grants access to the cockpit, and it features two pop-up panels housing missiles that required waterproofing.
With their wealth of experience in designing and manufacturing bespoke rubber components, as well as their established expertise in transportation and the classic car industries, Ley Rubber was the ideal choice to tackle the intricate demands of this extraordinary vehicle.
After meticulous assessment, Ley Rubber’s Commercial Manager designed a tailored sponge rubber solution to seal the roof effectively, safeguarding it from weather-related damage. This innovative solution not only prevented water from infiltrating the missile compartments but also resolved the bothersome vibration noise originating from the bonnet.
Jon Holbrook, Head of Commercials at Ley Rubber, explained the process: “This was a very special project and needed a unique design. We created a large sponge bubble profile on one side of the roof then a half dome solid sponge 16mm base which when closed sealed the roof completely. As well as this and on the top of the door where the roof slides back, we used a SRS135 rubber component to ensure the vehicle was weatherproof. To prevent the vibration issue on the bonnet we used a small U channel profile IRS0840, which worked like a charm.”
Known for their capability in handling intricate bespoke projects, Ley Rubber’s mission was to resurrect the iconic Batmobile for the streets of Qatar, ensuring that the caped crusader could continue to patrol a different kind of city. The collaboration with Ley Rubber showcases how their expertise and innovation have played a pivotal role in bringing the legendary Batmobile back to life for a new generation to enjoy.
This comprehensive Coinandmarket.com review will delve into various aspects that make the broker stand out among its competitors. From its user-friendly interface and customizable features to its diverse trading assets, convenient trading conditions, advanced chart analysis tools, and exceptional customer service, Coinandmarket offers a complete trading experience that caters to traders of all levels.
Coinandmarket is built with traders in mind, providing a user-friendly interface that is intuitive and easy to navigate. Whether you are a beginner or an experienced trader, you will appreciate the platform’s streamlined design, which ensures a seamless trading experience. With a few clicks, you can access a wealth of trading tools and features that will help you make informed trading decisions.
The platform boasts diverse trading assets, covering various markets such as cryptocurrencies, forex, stocks, commodities, and more. Whether you are interested in trading the volatile world of cryptocurrencies or prefer the stability of traditional stocks, Coinandmarket provides ample opportunities to explore and diversify your trading portfolio.
Coinandmarket.com Review: Experience the Advanced Trading Platform’s Benefits
Coinandmarket is not just any trading platform – it offers a range of benefits that enhance the trading experience for users of all experience levels. Let’s explore the advantages of this versatile platform in more detail.
User-Friendly Interface
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One of the key benefits of Coinandmarket is its versatility, accommodating different trading styles and preferences. Whether you are a day trader, swing trader, or long-term investor, the platform provides the tools and features necessary to execute your preferred strategies.
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Coinandmarket.com takes pride in offering an extensive selection of trading assets, catering to traders’ diverse needs and preferences. Let’s explore the benefits of this wide range of trading assets and the unique opportunities they present.
Cryptocurrencies, Forex, Stocks, Commodities, and More
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Forex trading allows traders to participate in the largest financial market globally, exchanging currencies and capitalizing on currency pairs’ fluctuations. Coinandmarket offers a diverse selection of stocks and commodities for those interested in traditional investments, providing opportunities to invest in leading companies and valuable resources.
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Having access to multiple asset classes is advantageous for traders as it allows them to diversify their portfolios. By spreading investments across different markets, traders can reduce risk and potentially increase their chances of profitability.
Coinandmarket enables traders to explore various markets and diversify their trading strategies. This versatility helps traders adapt to different market conditions and take advantage of opportunities that may arise in specific asset classes.
Coinandmarket.com Review: Unleash Your Trading Potential
The convenience of seamless withdrawal processes and fast execution times offered by Coinandmarket contributes to a positive trading experience. Traders can easily access their funds promptly and execute trades swiftly, minimizing any potential disruptions in their trading activities.
Seamless Withdrawal Processes
The broker understands the importance of timely access to funds for traders. The platform ensures that the withdrawal process is seamless and hassle-free. Traders can expect efficient withdrawal procedures that enable them to access their funds in a timely manner.
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In the fast-paced world of online trading, every second counts. Coinandmarket acknowledges the significance of fast execution times and has implemented measures to ensure swift order execution.
By doing so, the platform aims to minimize slippage and maximize trading opportunities for its users. This commitment to fast execution times enables traders to enter and exit positions swiftly, capitalizing on favorable market conditions and optimizing trading outcomes.
Explore the Power of Advanced Trading Tools with Coinandmarket.com Review
Coinandmarket equips traders with advanced chart analysis tools, empowering them to make informed trading decisions based on comprehensive technical analysis.
Technical Indicators
Coinandmarket provides a wide range of technical indicators to assist traders in performing in-depth technical analysis. These indicators include popular options such as moving averages, oscillators, and trend-following indicators.
Traders can customize their charts by overlaying multiple indicators to gain valuable insights into market trends, momentum, and potential entry or exit points. The availability of diverse technical indicators on Coinandmarket enables traders to apply various trading strategies and enhance their understanding of price movements.
Candlestick Patterns
Candlestick patterns play a significant role in chart analysis, providing valuable insights into market sentiment and potential trend reversals. The broker offers comprehensive tools that recognize and interpret candlestick patterns. These patterns can indicate potential market turning points, helping traders make well-timed trading decisions.
With Coinandmarket’s candlestick pattern recognition tools, traders can better understand market dynamics and enhance their trading strategies.
Chart Drawing Tools
The broker’s chart drawing tools enable traders to mark important levels, draw trendlines, and annotate charts to facilitate better analysis. Traders can identify support and resistance levels, draw trendlines to visualize price trends and add text or annotations to highlight key observations.
These chart-drawing tools allow for clearer visualization and more effective analysis, aiding traders in making well-informed trading decisions. Coinandmarket’s chart drawing tools provide comprehensive features to enhance technical analysis capabilities.
Receive Help From a Dedicated Customer Support Team with Coinandmarket.com Review
Providing outstanding customer service is vital in the trading industry, as it helps foster trust, confidence, and satisfaction among traders. Coinandmarket strongly emphasizes customer support, ensuring that traders have access to knowledgeable representatives who can assist them with inquiries, concerns, and technical issues they may encounter.
Coinandmarket understands that traders may have questions or require assistance at various stages of their trading journey. The platform offers responsive and helpful customer support to address this, ensuring that traders receive prompt responses to their inquiries. Whether you have a question about account management, need clarification on a trading feature, or require technical assistance, the broker’s support team is available to provide the guidance and solutions you need.
Reliable customer service brings numerous benefits to traders. First and foremost, prompt responses from the support team ensure that traders receive timely assistance, minimizing any potential disruptions to their trading activities.
Effective solutions to queries or concerns enable traders to confidently overcome challenges and make informed decisions. Additionally, a supportive trading community, fostered by excellent customer service, allows traders to connect with like-minded individuals, share experiences, and learn from one another.
Coinandmarket.com Review: Bottom Line
Coinandmarket’s user-friendly interface ensures that traders of all experience levels can navigate the platform effortlessly. The customizable features allow them to tailor their trading environment to their preferences, empowering them to execute their trading strategies effectively. The platform’s versatility accommodates different trading styles and preferences, giving traders flexibility and control over their trading approach.
With an extensive selection of trading assets spanning cryptocurrencies, forex, stocks, commodities, and more, the broker allows traders to diversify their portfolios and explore various market opportunities. The platform also offers unique and exclusive trading assets, opening doors to exciting and potentially profitable trading possibilities.
Coinandmarket prioritizes convenient trading conditions, ensuring seamless withdrawal processes and fast execution times. Traders can access their funds efficiently and capitalize on market opportunities swiftly, enhancing their trading efficiency and potential profitability.
The advanced chart analysis tools equip traders with the necessary resources to perform in-depth technical analysis. The availability of technical indicators, candlestick pattern recognition, and chart drawing tools enhance traders’ ability to make well-informed trading decisions and identify market trends.
Disclaimer: This article is not intended to be a recommendation. The author is not responsible for any resulting actions of the company during your trading experience. The information provided in this article may not be accurate or up-to-date. Any trading or financial decision you make is your sole responsibility, and you must not rely on any information provided here. We do not provide any warranties regarding the information on this website and are not responsible for any losses or damages incurred as a result of trading or investing.
