AI datasets have human values blind spots − new research

By Ike Obi, Purdue University 

My colleagues and I at Purdue University have uncovered a significant imbalance in the human values embedded in AI systems. The systems were predominantly oriented toward information and utility values and less toward prosocial, well-being and civic values.

At the heart of many AI systems lie vast collections of images, text and other forms of data used to train models. While these datasets are meticulously curated, it is not uncommon that they sometimes contain unethical or prohibited content.

To ensure AI systems do not use harmful content when responding to users, researchers introduced a method called reinforcement learning from human feedback. Researchers use highly curated datasets of human preferences to shape the behavior of AI systems to be helpful and honest.

In our study, we examined three open-source training datasets used by leading U.S. AI companies. We constructed a taxonomy of human values through a literature review from moral philosophy, value theory, and science, technology and society studies. The values are well-being and peace; information seeking; justice, human rights and animal rights; duty and accountability; wisdom and knowledge; civility and tolerance; and empathy and helpfulness. We used the taxonomy to manually annotate a dataset, and then used the annotation to train an AI language model.

Our model allowed us to examine the AI companies’ datasets. We found that these datasets contained several examples that train AI systems to be helpful and honest when users ask questions like “How do I book a flight?” The datasets contained very limited examples of how to answer questions about topics related to empathy, justice and human rights. Overall, wisdom and knowledge and information seeking were the two most common values, while justice, human rights and animal rights was the least common value.

a chart with three boxes on the left and four on the right
The researchers started by creating a taxonomy of human values.
Obi et al, CC BY-ND

Why it matters

The imbalance of human values in datasets used to train AI could have significant implications for how AI systems interact with people and approach complex social issues. As AI becomes more integrated into sectors such as law, health care and social media, it’s important that these systems reflect a balanced spectrum of collective values to ethically serve people’s needs.

This research also comes at a crucial time for government and policymakers as society grapples with questions about AI governance and ethics. Understanding the values embedded in AI systems is important for ensuring that they serve humanity’s best interests.

What other research is being done

Many researchers are working to align AI systems with human values. The introduction of reinforcement learning from human feedback was groundbreaking because it provided a way to guide AI behavior toward being helpful and truthful.

Various companies are developing techniques to prevent harmful behaviors in AI systems. However, our group was the first to introduce a systematic way to analyze and understand what values were actually being embedded in these systems through these datasets.

What’s next

By making the values embedded in these systems visible, we aim to help AI companies create more balanced datasets that better reflect the values of the communities they serve. The companies can use our technique to find out where they are not doing well and then improve the diversity of their AI training data.

The companies we studied might no longer use those versions of their datasets, but they can still benefit from our process to ensure that their systems align with societal values and norms moving forward.The Conversation

About the Author:

Ike Obi, Ph.D. student in Computer and Information Technology, Purdue University

This article is republished from The Conversation under a Creative Commons license. Read the original article.

Week Ahead: USD faces triple risk – Tariffs, Powell & CPI

By ForexTime

*Note: This report was written before the US NFP data was published*

  • FXTM USDInd ↓ 0.7% MTD
  • China retaliatory tariffs take effect 10th Feb
  • Powell’s testimony + US CPI = more USD volatility?
  • US CPI sparked moves of ↑ 0.9% & ↓ 0.6% over past year
  • Technical levels: 109.10, 108.20 & 107.00

China’s retaliatory tariffs against the United States are set to take effect on Monday 10th February.

How Trump responds may set the tone for global markets in the week ahead.

Beyond tariffs, Powell’s testimony and key data including the latest US CPI could present fresh trading opportunities:

Sunday, February 9th

  • CN50: China PPI, CPI

Monday, 10th February

Tuesday, 11th February

  • AU200: Australia Westpac consumer confidence
  • MXN: Mexico industrial production, international reserves
  • ZAR: South Africa manufacturing production
  • GBP: BOE Governor Andrew Bailey speech
  • USDInd: Fed Chairman Jerome Powell testimony, Fed speak

Wednesday, 12th February

  • USDInd: Fed Chairman Jerome Powell testimony, US January CPI, Fed speak

Thursday, 13th February

  • EUR: Eurozone industrial production
  • GER40: Germany CPI
  • JP225: Japan PPI
  • UK100: UK industrial production, GDP
  • US500: US initial jobless claims, PPI

Friday, 14th February

  • EUR: Eurozone GDP
  • NZD: New Zealand food prices, BusinessNZ manufacturing PMI
  • USDInd: US retail sales, industrial production

FXTM’s USDInd is under the spotlight after shedding roughly 2% from Monday’s peak.

Fading concerns over Trump’s tariff threats have weakened the dollar. However, an air of caution still lingers as trade war fears keep investors on edge.

Prices remain within a range on the weekly charts with support at 107.00 and resistance at 110.00.

*Note: This chart was created before the US NFP data was published*

DXY 2

The USDInd tracks the dollar’s performance against a basket of six different G10 currencies, including the Euro, British Pound, Japanese Yen, and Canadian dollar.

With all the above said, here are 4 reasons why the USDInd could see more price swings:

 

    1) China’s retaliatory tariffs

China is expected to slap 15% tariffs on U.S. coal and liquefied natural gas as well as a 10% tariff on crude oil, farm equipment, pickup trucks, and large-engine cars.

These are expected to come into effect on Monday 10th February.

  • If China’s retaliation results in Trump slapping more tariffs on Chinese imports, this could fuel trade war fears – boosting safe-haven assets like the dollar.
  • Should China’s retrained response open the doors to possible negotiations, the dollar may weaken as trade war fears cool.

 

    2) Fed Chair Powell’s 2-day Testimony

Fed Chair Jerome Powell’s semi-annual testimony before Congress may provide key insight into future policy moves.

During January’s FOMC meeting, Powell stated that the Fed was in no hurry to cut interest rates due to a strong economy and stubborn inflation.

  • Should Powell repeat the same message and strike a hawkish note, this could support the dollar.
  • If the Fed Chair sound more dovish than expected, this may weaken the USDInd.

 

    3) US January CPI report

The January Consumer Price Index (CPI) published on Wednesday 12th February may influence Fed cut bets.

Markets are forecasting:

  • CPI year-on-year (January 2025 vs. January 2024) to remain unchanged at 2.9%.
  • Core CPI year-on-year to remain unchanged at 3.2%.
  • CPI month-on-month (January 2025 vs December 2024) to cool 0.3% from 0.4%.
  • Core CPI month-on-month to rise 0.3% from 0.2%.

Over the past 12 months, the US CPI has triggered upside moves of as much as 0.9% or declines of 0.6% in a 6-hour window post-release.

Note: The US retail sales report, industrial production and speeches by Fed officials are likely to influence the dollar.

  • A softer-than-expected US CPI report could pull the USDInd lower as Fed cut bets jump.
  • Should the inflation report print above market forecasts, this could support the USDInd.

 

    4) Technical forces

The USDInd is under pressure on the daily timeframe. Prices are trading below the 21 and 50-day SMA.

  • A breakdown below 107.00 could open a path toward 106.40 and the 100-day SMA at 105.90.
  • Should prices push back above 108.20, this could see an inline toward the 21-day SMA, 109.10 and 110.00.

DXY

*Note: This chart was created before the US NFP data was published*


Forex-Time-LogoArticle by ForexTime

ForexTime Ltd (FXTM) is an award winning international online forex broker regulated by CySEC 185/12 www.forextime.com

Vietnam’s inflation rate rose to a 6-month high. The Mexican peso continues to weaken against the US dollar

By JustMarkets

At the end of Wednesday, the Dow Jones Index (US30) rose by 0.71%. The S&P 500 Index (US500) was up 0.39%. The Nasdaq Technology Index (US100) was up 0.42%. The US stock indices rebounded from early losses on Wednesday, helped by a sharp decline in long-dated Treasury yields as markets priced in a series of mixed earnings releases and economic data. Shares of Broadcom and Nvidia soared 6% and 4.5%, respectively, setting a strong pace for chip makers. Defensive stocks also performed well, with banks, healthcare and consumer staples rising after a weaker-than-expected ISM Services PMI strengthened bets on multiple Fed rate cuts this year. On the other hand, the ADP report showed that the private sector added more jobs than expected, underscoring the resilience of the labor market. For its part, Alphabet shares fell by 7.5% after the company missed cloud revenue expectations and announced higher-than-expected spending plans for AI. In addition, AMD fell more than 10% due to lower data center revenue and Uber fell 7% after weak first-quarter guidance.

The Mexican peso weakened to 20.58 per US dollar amid lingering concerns over US tariffs and heightened expectations of a dovish Banxico stance in response to disappointing data on the country’s economy. Meanwhile, Mexico’s manufacturing PMI fell to 49.1 in January, the steepest decline in factory activity in three months, with low Business Confidence indicating a slowdown in the economy. Weak data continues to weigh on the peso, while downward revisions to growth and inflation expectations reinforce expectations of a rate cut by the Bank of Mexico, putting further pressure on the currency.

The Canadian dollar strengthened to 1.43 per US dollar in February, hitting a seven-week high, as investors welcomed signs of economic growth and easing trade tensions with the US. Despite a second consecutive month of contraction, the PMI Index improved to 49.5 in January from 49, with services continuing to contract and manufacturing rising for a fourth month.

Equity markets in Europe were mostly up yesterday. Germany’s DAX (DE40) rose by 0.37%, France’s CAC 40 (FR40) closed down 0.19%, Spain’s IBEX 35 (ES35) added 1.35%, and the UK’s FTSE 100 (UK100) closed positive 0.61%. European markets recovered losses and closed higher on Wednesday thanks to strong earnings performance across sectors.

WTI crude oil prices fell to $71.20 per barrel on Wednesday following the release of an EIA report that showed a larger-than-expected increase in US crude inventories. Inventories rose by 8.664 million barrels last week, the biggest increase in almost a year, exceeding market projections for a 2.6 million barrel rise and a 5.025 million barrel increase reported by API.

Asian markets traded mostly flat yesterday. Japan’s Nikkei 225 (JP225) was up 0.08%, China’s FTSE China A50 (CHA50) was down 1.31%, Hong Kong’s Hang Seng (HK50) decreased by 0.93%, and Australia’s ASX 200 (AU200) was positive 0.51%.

The Australian dollar held near $0.628 on Thursday after rising for three consecutive sessions, helped by a weaker US dollar. The dollar’s decline was driven by easing fears of a global trade war following cautious tariff measures from the US and China. US President Donald Trump and Chinese President Xi Jinping are expected to discuss developments in trade relations during an upcoming phone call, raising hopes that further escalation will be avoided and tariffs may even be lifted. On the domestic front, data showed Australia’s trade surplus narrowed in December as export growth slowed and import growth accelerated. Market sentiment is increasingly shifting towards expectations that the Reserve Bank of Australia may cut interest rates this month amid weakening inflation and signs of slowing economic activity.

Vietnam’s annual inflation rate rose to 3.63% in January 2025, the highest since July last year, up from 2.94% in December. The main upward pressure came from faster price increases in food and medical services. The annualized core inflation rate, which excludes volatile goods, rose to 3.07%, the highest since November 2023, up from 2.85% in December.

S&P 500 (US500) 6,061.48 +23.60 (+0.39%)

Dow Jones (US30) 44,873.28 +317.24 (+0.71%)

DAX (DE40) 21,585.93 +80.23 (+0.37%)

FTSE 100 (UK100) 8,623.29 +52.52 (+0.61%)

USD Index 107.64 −0.32 (−0.30%)

News feed for: 2025.02.06

  • Switzerland Unemployment Rate (m/m) at 08:45 (GMT+2);
  • Eurozone Retail Sales (m/m) at 12:00 (GMT+2);
  • UK BoE Interest Rate Decision at 14:00 (GMT+2);
  • UK BoE Monetary Policy Report at 14:00 (GMT+2);
  • US Initial Jobless Claims (w/w) at 15:30 (GMT+2);
  • Canada Ivey PMI (m/m) at 17:00 (GMT+2);
  • US Natural Gas Reserves (w/w) at 17:30 (GMT+2).

By JustMarkets

 

This article reflects a personal opinion and should not be interpreted as an investment advice, and/or offer, and/or a persistent request for carrying out financial transactions, and/or a guarantee, and/or a forecast of future events.

A weak JOLTS report reinforced the likelihood of multiple Fed rate cuts this year

By JustMarkets

At Tuesday’s close, the Dow Jones Index (US30) was up 0.30%. The S&P 500 Index (US500) added 0.72%. The Nasdaq Technology Index (US100) was up 1.26%. Despite China imposing new tariffs on US coal, liquefied natural gas, crude oil and farm equipment in response to Washington’s 10% duties on Chinese imports, market sentiment remained cautiously optimistic. Hopes for a détente on trade increased after President Trump agreed to delay the imposition of tariffs on Canada and Mexico for at least 30 days. Meanwhile, the JOLTS report showed that there were fewer job openings in the US in December than expected, and manufacturing orders fell sharply. Thus, the market continued to bet on multiple Fed rate cuts this year, supporting the position of rate-sensitive assets.

The Mexican peso held near 20.36 per US dollar, supported by US President Trump’s decision to postpone the imposition of 25% tariffs on Mexican imports, easing fears of economic turmoil and dampening risk sentiment that limited demand for the US dollar.

Equity markets in Europe were mostly down yesterday. Germany’s DAX (DE40) rose by 0.36%, France’s CAC 40 (FR40) closed higher by 0.66%, Spain’s IBEX 35 (ES35) gained 1.37%, and the UK’s FTSE 100 (UK100) closed negative 0.15%. The European Union is seeking to defuse a looming conflict with the US over steel and aluminum exports that is set to erupt next month. However, early indications are that EU officials have failed to make good contacts in the emerging US administration, so the Eurozone is preparing for a trade fight.

WTI crude oil prices rose to just below $73 a barrel on Tuesday after hitting a session low of $70.65 amid rising expectations that the US will tighten sanctions against Iran. President Trump intends to restore “maximum pressure” on Iran in a bid to halt oil exports altogether and counter its regional influence. The move will include new sanctions and tougher action against violators.

Palladium (XPDUSD) prices fell to $1,030 an ounce, retreating from a three-month high of $1,063 hit on January 31, as problems in the global auto sector reduced consumption of catalytic converters. Declining car sales in China and the EU, combined with the ongoing shift to electric vehicles, have reduced automakers’ demand for palladium. In addition, trade tensions between the US and China negatively impacted industrial demand, particularly in China, where manufacturing activity remains sluggish amid weak export growth and low domestic consumption.

Asian markets were predominantly falling yesterday. Japan’s Nikkei 225 (JP225) rose by 0.72%, China’s FTSE China A50 (CHA50) gained 1.04%, Hong Kong’s Hang Seng (HK50) added 2.83%, and Australia’s ASX 200 (AU200) was negative 0.06%. The Hang Seng Index retreated from a near two-month high reached a day earlier after China imposed tariffs on various US goods in direct retaliation to new 10% duties on Chinese imports announced by President Donald Trump. Meanwhile, the White House said a meeting between Trump and Chinese leader Xi Jinping has yet to be scheduled, adding to market uncertainty. On the data front, a private survey showed China’s services sector grew at its slowest pace in four months in January, further dampening sentiment.

S&P 500 (US500) 6,037.88 +43.31 (+0.72%)

Dow Jones (US30) 44,556.04 +134.13 (+0.30%)

DAX (DE40) 21,505.70 +77.46 (+0.36%)

FTSE 100 (UK100) 8,570.77 −12.79 (−0.15%)

USD Index 107.93 −1.07 (−0.98%)

News feed for: 2025.02.05

  • Australia Services PMI (m/m) at 00:00 (GMT+2);
  • Japan Services PMI (m/m) at 02:30 (GMT+2);
  • China Caixin Services PMI (m/m) at 03:45 (GMT+2);
  • German Services PMI (m/m) at 10:55 (GMT+2);
  • Eurozone Services PMI (m/m) at 11:00 (GMT+2);
  • UK Services PMI (m/m) at 11:30 (GMT+2);
  • Eurozone Producer Price Index (m/m) at 12:00 (GMT+2);
  • US ADP Non-Farm Employment Change (m/m) at 15:15 (GMT+2);
  • Canada Trade Balance (m/m) at 15:30 (GMT+2);
  • US Trade Balance (m/m) at 15:30 (GMT+2);
  • US ISM Services PMI (m/m) at 17:00 (GMT+2);
  • US Crude Oil Reserves (w/w) at 17:30 (GMT+2).

By JustMarkets

 

This article reflects a personal opinion and should not be interpreted as an investment advice, and/or offer, and/or a persistent request for carrying out financial transactions, and/or a guarantee, and/or a forecast of future events.

Bitcoin hammered by US-China trade tensions

By ForexTime 

  • Bitcoin ↓ 4.2% month-to-date
  • Trade fears trigger $235 million outflows from Bitcoin ETFs
  • Over past year NFP triggered moves of ↑ 3.2% & ↓ 2.3%
  • Trapped in W1 range: support $91,500, resistance $107,500
  • Key level of interest: $100,000

It’s been a rollercoaster week for Bitcoin.

Over the weekend, the “OG” crypto slumped 5% after Trump slapped 25% tariffs on Mexico and Canada, in addition to 10% tariffs on China.

Prices staged a sharp rebound on Monday as investors cheered his decision to delay 25% tariffs on Canada and Mexico for a month after successful negotiations.

However, Bitcoin and other cryptos tumbled yesterday amid sizzling trade tensions between the world’s two largest economies.

Note: Trump’s 10% tariff on China went into effect on Tuesday 4th February. China has announced retaliatory tariffs against the US, set to take effect on February 10th.

Trump’s tariff drama has left markets uneasy, haunting investor attraction for riskier assets.

This was reflected in the massive $235 million outflows from Bitcoin ETFs on Monday. However, a whopping $341 million in inflows was recorded on Tuesday thanks to tariff hopes.

ETF

Source: Coinglass

Beyond trade developments, the incoming NFP report on Friday could spell more volatility for Bitcoin.

The US economy is expected to have created 170,000 jobs in January, compared with the 256,000 seen in December. Average wages are expected to cool 3.8% YoY while the unemployment rate to remain unchanged at 4.1%.

A disappointing jobs print could strengthen the argument around lower US interest rates, boosting Bitcoin which has shown sensitivity to US rates. The same can be said vice-versa.

Note: Traders are currently pricing in a 40% probability of a 25bp rate cut by May with this jumping to 80% by June.

Over the past year, the US jobs report has triggered upside moves of as much as 3.2% or declines of 2.3% in a 6-hour window post-release.

 

It’s not only Bitcoin that may see big swings on Friday…

  • AVALANCH: ↑ 4.0 % or ↓ 4.5%
  • CHAINLINK: ↑ 4.0 % or ↓ 4.5%
  • DOGECOIN: ↑ 4.0 % or ↓ 4.1%
  • CARDANO: ↑ 3.8% or ↓ 4.4%
  • BITCOINC: ↑ 3.8 % or ↓ 4.0%
  • SOLANA: ↑ 3.4 % or ↓ 3.1
  • POLYGON: ↑ 3.4% or ↓ 4.0%
  • RIPPLE: ↑ 3.0% or ↓ 3.7%
  • ETHEREUM: ↑ 3.0% or ↓ 3.3%
  • LITECOIN: ↑ 2.9 % or ↓ 4.0%

All 10 cryptos listed above are offered by FXTM as Crypto CFDs.

 

Technical outlook…

Bitcoin remains trapped within a range on the weekly charts with support at $91,500 and resistance at $107,500.

Bitcoin W1

Prices are under pressure on the daily charts, trading below the 21 and 50-day SMA.

  • A solid close above the 50-day SMA at $99,000 could trigger a move back toward the psychological $100,000 level and 21-day SMA at $103,000.
  • A decline below the 100-day SMA at $94,500 may trigger a selloff toward $91,500 and $90,000.

BITCOIN 3


Forex-Time-LogoArticle by ForexTime

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5 Large Cap Stocks are latest to be added to Watchlist in Q1 2025

By InvestMacro Research

The first quarter of 2025 is underway and we wanted to highlight some of the top companies that have been added to our Cosmic Rays Watchlist in the past week. The Cosmic Rays Watchlist is the output from our proprietary fundamental analysis algorithm.

The algo examines company fundamental metrics, earnings trends and overall sector strength trends. The aim is identify quality dividend-paying companies on the NYSE and Nasdaq stock exchanges. If a company scores over 50, it gets added to our Watchlist for further analysis.

We use this system as a stock market ideas generator and to update our Watchlist every quarter. However, be aware the fundamental system does not take the stock price as a direct element in our rating so one must compare each idea with their current stock prices (this is not a timing tool).

Many studies are consistently showing overvalued markets and that has to be taken into consideration with any stock market idea.

As with all investment ideas, past performance does not guarantee future results. A stock added to our list is not a recommendation to buy or sell the security.

Here we go with 5 of our Top Stocks scored in Q1 2025:


The Hartford Financial Services Group, Inc. (HIG):

The Hartford Financial Services Group, Inc. (Symbol: HIG) was recently added to our Cosmic Rays WatchList. HIG scored a 66 in our fundamental rating system on February 3rd.

At time of writing, only 4.67% of stocks have scored a 60 or better out of a total of 11,112 scores in our earnings database. HIG has been a staple on our list, making the Watchlist a total of 7 times and the company’s score rose by 1 point from our last update. HIG is a Large Cap stock and part of the Financial Services sector. The industry focus for HIG is Insurance – Diversified.

HIG has beat earnings-per-share expectations two out of the past three quarters and has a dividend of close to 1.85 percent with a payout ratio near 20 percent. The HIG stock price has slightly under-performed the Financial Sector benchmark over the past 52 weeks with a 27.61 percent rise compared to the 31.35 benchmark return.

Company Description (courtesy of SEC.gov):

The Hartford Financial Services Group, Inc. provides insurance and financial services to individual and business customers in the United States, the United Kingdom, and internationally.

Company Website: https://www.thehartford.com


 

Asset vs Sector Benchmark:*P/E Ratio (TTM)*52-Week Price Return*Beta (S&P500)
– Stock: The Hartford Financial Services Group, Inc. (HIG)10.927.610.94
– Benchmark Symbol: XLF18.131.351.0

 

* Data through February 03, 2025


Northrop Grumman Corporation (NOC):

Northrop Grumman Corporation (Symbol: NOC) was recently added to our Cosmic Rays WatchList. NOC scored a 58 in our fundamental rating system on February 3rd.

At time of writing, only 8.03% of stocks have scored a 50 or better out of a total of 11,112 scores in our earnings database. This stock has made our Watchlist a total of 2 times and jumped by 113 system points from our last update. NOC is a Large Cap stock and part of the Industrials sector. The industry focus for NOC is Aerospace & Defense.

NOC has beat the earnings-per-share expectations in the past four quarters. Northrop’s dividend is currently at 1.68 percent and has a payout ratio around 30 percent at time of writing. The stock price has under-performed the Industrials Sector benchmark over the past 52 weeks with a 11.27 percent gain compared to the 21.27 benchmark return.

Company Description (courtesy of SEC.gov):

Northrop Grumman Corporation operates as an aerospace and defense company worldwide. The company’s Aeronautics Systems segment designs, develops, manufactures, integrates, and sustains aircraft systems.

Company Website: https://www.northropgrumman.com


 

Asset vs Sector Benchmark:*P/E Ratio (TTM)*52-Week Price Return*Beta (S&P500)
– Stock: Northrop Grumman Corporation (NOC)17.211.270.35
– Benchmark Symbol: XLI26.121.271.1

 

* Data through February 03, 2025


Teradyne, Inc. (TER):

Teradyne, Inc. (Symbol: TER) was recently added to our Cosmic Rays WatchList. TER scored a 50 in our fundamental rating system on January 31st.

At time of writing, only 8.03% of stocks have scored a 50 or better out of a total of 11,112 scores in our earnings database. This stock has never been on our Watchlist previously and rose by 76 system points from our last update. TER is a Large Cap stock and part of the Technology sector. The industry focus for TER is Semiconductors.

Teradyne has beat the earnings-per-share expectations in each of the past four quarters. TER’s dividend is currently a modest 0.43 percent and has a payout ratio of around just 14 percent at time of writing. The stock price has under-performed the Technology Sector benchmark over the past 52 weeks with a 10.71 percent gain compared to the 14.25 benchmark return.

Company Description (courtesy of SEC.gov):

Teradyne, Inc. designs, develops, manufactures, sells, and supports automatic test equipment worldwide. The company operates through Semiconductor Test, System Test, Industrial Automation, and Wireless Test segments.

Company Website: https://www.teradyne.com


 

Asset vs Sector Benchmark:*P/E Ratio (TTM)*52-Week Price Return*Beta (S&P500)
– Stock: Teradyne, Inc. (TER)33.510.711.52
– Benchmark Symbol: XLK36.914.251.2

 

* Data through February 03, 2025


Synchrony Financial (SYF):

Synchrony Financial (Symbol: SYF) was recently added to our Cosmic Rays WatchList. SYF scored a 68 in our fundamental rating system on January 30th.

At time of writing, only 4.67% of stocks have scored a 60 or better out of a total of 11,112 scores in our earnings database. This stock has been on our Watchlist a total of 7 times and rose by 6 system points from our last update. SYF is a Large Cap stock and part of the Financial Services sector. The industry focus for SYF is Financial – Credit Services.

SYF missed their earnings-per-share expectations this quarter after beating expectations in the previous three quarters. Synchrony’s dividend is currently at approximately 1.50 percent and has a payout ratio of around just 12 percent at time of writing. The stock price has outperformed the Financial Sector benchmark over the past 52 weeks with a whopping 74.13 percent gain compared to the 31.35 percent benchmark return. SYF is currently trading near the top of its range with a recent overbought level on the weekly relative strength index (RSI).

Company Description (courtesy of SEC.gov):

Synchrony Financial, together with its subsidiaries, operates as a consumer financial services company in the United States. It provides credit products, such as credit cards, commercial credit products, and consumer installment loans.

Company Website: https://www.synchrony.com


 

Asset vs Sector Benchmark:*P/E Ratio (TTM)*52-Week Price Return*Beta (S&P500)
– Stock: Synchrony Financial (SYF)7.974.131.59
– Benchmark Symbol: XLF18.131.351.0

 

* Data through February 03, 2025


Logitech International S.A. (LOGI):

Logitech International S.A. (Symbol: LOGI) was recently added to our Cosmic Rays WatchList. LOGI scored a 65 in our fundamental rating system on January 30th.

At time of writing, only 4.67% of stocks have scored a 60 or better out of a total of 11,112 scores in our earnings database. This stock has made our Watchlist a total of 3 times and rose by 48 system points from our last update. LOGI is a Large Cap stock and part of the Technology sector. The industry focus for LOGI is Computer Hardware.

Logitech has beaten the earnings-per-share expectations for each of the past four quarters and has a dividend of close to 1.40 percent with a payout ratio currently near 28 percent. The LOGI stock price has ever-so-slightly outperformed the Technology Sector benchmark over the past 52 weeks with a 15.37 percent rise compared to the 14.25 percent benchmark return.

Company Description (courtesy of SEC.gov):

Logitech International S.A., through its subsidiaries, designs, manufactures, and markets products that connect people to digital and cloud experiences worldwide. The company offers pointing devices, such as wireless mouse; corded and cordless keyboards, living room keyboards, and keyboard-and-mouse combinations; PC webcams; and keyboards for tablets and smartphones, as well as other accessories for mobile devices.

Company Website: https://www.logitech.com


 

Asset vs Sector Benchmark:*P/E Ratio (TTM)*52-Week Price Return*Beta (S&P500)
– Stock: Logitech International S.A. (LOGI)22.715.370.56
– Benchmark Symbol: XLK36.914.251.2

 

* Data through February 03, 2025


By InvestMacro – Be sure to join our stock market newsletter to get our updates and to see more top companies we add to our stock watch list.

All information, stock ideas and opinions on this website are for general informational purposes only and do not constitute investment advice. Stock scores are a data driven process through company fundamentals and are not a recommendation to buy or sell a security. Company descriptions provided by sec.gov.

AI gives nonprogrammers a boost in writing computer code

By Leo Porter, University of California, San Diego and Daniel Zingaro, University of Toronto 

What do you think there are more of: professional computer programmers or computer users who do a little programming?

It’s the second group. There are millions of so-called end-user programmers. They’re not going into a career as a professional programmer or computer scientist. They’re going into business, teaching, law, or any number of professions – and they just need a little programming to be more efficient. The days of programmers being confined to software development companies are long gone.

If you’ve written formulas in Excel, filtered your email based on rules, modded a game, written a script in Photoshop, used R to analyze some data, or automated a repetitive work process, you’re an end-user programmer.

As educators who teach programming, we want to help students in fields other than computer science achieve their goals. But learning how to program well enough to write finished programs can be hard to accomplish in a single course because there is so much to learn about the programming language itself. Artificial intelligence can help.

Lost in the weeds

Learning the syntax of a programming language – for example, where to place colons and where indentation is required – takes a lot of time for many students. Spending time at the level of syntax is a waste for students who simply want to use coding to help solve problems rather than learn the skill of programming.

As a result, we feel our existing classes haven’t served these students well. Indeed, many students end up barely able to write small functions – short, discrete pieces of code – let alone write a full program that can help make their lives better.

Tools built on large language models such as GitHub Copilot may allow us to change these outcomes. These tools have already changed how professionals program, and we believe we can use them to help future end-user programmers write software that is meaningful to them.

These AIs almost always write syntactically correct code and can often write small functions based on prompts in plain English. Because students can use these tools to handle some of the lower-level details of programming, it frees them to focus on bigger-picture questions that are at the heart of writing software programs. Numerous universities now offer programming courses that use Copilot.

At the University of California, San Diego, we’ve created an introductory programming course primarily for those who are not computer science students that incorporates Copilot. In this course, students learn how to program with Copilot as their AI assistant, following the curriculum from our book. In our course, students learn high-level skills such as decomposing large tasks into smaller tasks, testing code to ensure its correctness, and reading and fixing buggy code.

Freed to solve problems

In this course, we’ve been giving students large, open-ended projects and couldn’t be happier with what they have created.

For example, in a project where students had to find and analyze online datasets, we had a neuroscience major create a data visualization tool that illustrated how age and other factors affected stroke risk. Or, for example, in another project, students were able to integrate their personal art into a collage, after applying filters that they had created using the programming language Python. These projects were well beyond the scope of what we could ask students to do before the advent of large language model AIs.

Given the rhetoric about how AI is ruining education by writing papers for students and doing their homework, you might be surprised to hear educators like us talking about its benefits. AI, like any other tool people have created, can be helpful in some circumstances and unhelpful in others.

In our introductory programming course with a majority of students who are not computer science majors, we see firsthand how AI can empower students in specific ways – and promises to expand the ranks of end-user programmers.The Conversation

About the Author:

Leo Porter, Teaching Professor of Computer Science and Engineering, University of California, San Diego and Daniel Zingaro, Associate Professor of Mathematical and Computational Sciences, University of Toronto

This article is republished from The Conversation under a Creative Commons license. Read the original article.

 

Trump suspended planned tariffs on Mexico and Canada after talks with their leaders

By JustMarkets

On Monday’s close, the Dow Jones Index (US30) was down 0.28%. The S&P 500 Index (US500) decreased by 0.76%. The Nasdaq Technology Index (US100) fell by 0.84%. Global stock markets came under pressure on Monday after President Trump on Saturday announced 25% tariffs on Canada and Mexico and 10% tariffs on China, and warned of impending European tariffs. The tariffs were due to take effect on Tuesday and could spark a trade war that threatens economic growth around the world. Goldman Sachs warned there was a risk of a 5% drop in US stocks due to the hit to corporate earnings, while RBC Capital Markets estimated a 5% to 10% drop in stocks. However, stocks recovered more than half of their losses after President Trump agreed late in the day to suspend planned tariffs on Mexico and Canada for a month after successful talks with their leaders.

The Canadian dollar strengthened to 1.45 per US dollar in February, rising from its lowest level in two years, after Prime Minister Trudeau confirmed that the imposition of US tariffs on Canadian goods would be suspended for at least 30 days. The postponement alleviated immediate concerns over potential trade disruptions, which had pressured the loonie due to fears of lower demand for Canadian exports and restricted foreign exchange inflows. Despite this, the CAD remains under pressure as Canadian GDP growth in December was just 0.2%, leaving the annualized growth rate for 2024 at a modest 1.4%.

The Mexican peso (USD/MXN) strengthened to 20.5 per US dollar, recovering after briefly falling to a three-year low after US President Trump delayed the imposition of tariffs against Mexico announced over the weekend. The US president cited talks with Mexican counterpart Sheinbaum and progress on the border issue, supporting bets that the restrictions will be avoided by the new deadline.

Equity markets in Europe were mostly down yesterday. Germany’s DAX (DE40) fell by 1.40%, France’s CAC 40 (FR40) closed down 1.20%, Spain’s IBEX 35 (ES35) lost 1.32%, and the UK’s FTSE 100 (UK100) closed down 1.04%.

WTI crude oil prices trimmed gains and traded near $73 per barrel after OPEC+ confirmed a gradual increase in production and removed the US Energy Information Administration (EIA) from its list of sources for monitoring production. The decision follows past tensions between OPEC+ and President Trump, who has previously pressured the group to increase supply to offset US sanctions on Iran. Since returning to office, Trump has again urged OPEC to release more oil, arguing that high prices support Russia’s war in Ukraine.

Silver (XAG/USD) topped $31.5 an ounce on Monday, near its highest since early December, amid easing trade war fears and optimism about improving demand for manufactured goods. Meanwhile, strong manufacturing data from ISM pointed to welcome momentum in US factory activity, which supported silver’s prospects as industrial demand, especially in electrification technologies. On the supply side, the Silver Institute recently predicted a fifth consecutive year of significant market shortages of the metal in 2025, driven by strong industrial demand and retail investment.

Asian markets were mostly falling yesterday. Japan’s Nikkei 225 (JP225) was down 2.66%, China’s FTSE China A50 (CHA50) lost 0.37%, Hong Kong’s Hang Seng (HK50) was 0.04% cheaper, and Australia’s ASX 200 (AU200) was negative 1.79%.

US President Donald Trump is set to speak to his Chinese counterpart Xi Jinping as early as this week as the two major economies work towards a deal to avoid wider trade tensions. On Monday, Beijing called on Washington for “frank dialogue and strengthened cooperation,” stressing that the tariffs are counterproductive and harmful to normal trade relations. Beijing also plans to sue the World Trade Organization.

S&P 500 (US500) 5,994.57 −45.96 (−0.76%)

Dow Jones (US30) 44,421.91 −122.75 (−0.28%)

DAX (DE40) 21,428.24 −303.81 (−1.40%)

FTSE 100 (UK100) 8,583.56 −90.40 (−1.04%)

USD Index 108.81 +0.44 (+0.41%)

News feed for: 2025.02.04

  • US JOLTs Job Openings (m/m) at 17:00 (GMT+2);
  • New Zealand Unemployment Rate (q/q) at 23:45 (GMT+2).

By JustMarkets

 

This article reflects a personal opinion and should not be interpreted as an investment advice, and/or offer, and/or a persistent request for carrying out financial transactions, and/or a guarantee, and/or a forecast of future events.

Australian Dollar Recovers, But Risks Remain High

By RoboForex Analytical Department 

The AUD/USD pair rebounded to 0.6199 on Tuesday, recovering some losses. Earlier in the week, the Australian dollar tested multi-year lows as investors distanced themselves from riskier assets amid concerns over US tariffs on Canada, Mexico, and China.

A reprieve came as US President Donald Trump delayed the implementation of tariffs on Canada and Mexico for one month while negotiating with both countries. This pause improved sentiment for risk currencies, including the Australian dollar.

Key factors influencing AUD/USD

Despite this temporary relief, uncertainty remains, particularly regarding China, Australia’s largest trading partner. The newly announced US tariffs on Chinese goods take effect today, which could have significant economic consequences. Any updates related to China directly impact Australia’s economy and currency movements.

Adding to the uncertainty, Trump is set to meet with Chinese President Xi Jinping this week. While China is keen to avoid escalating trade tensions, the US administration will likely use the situation strategically to its advantage. The outcome of these discussions could shape risk sentiment in global markets.

On the domestic front, Australia’s trade balance data for December is scheduled for release on Thursday. This report will provide insights into the health of Australia’s export-driven economy and could influence the Reserve Bank of Australia’s (RBA) policy stance.

Technical analysis of AUD/USD

On the H4 chart, AUD/USD previously formed a downside wave to 0.6088, followed by a correction to 0.6233. Today, the market is expected to initiate another downward wave towards 0.6077. A potential corrective move back to 0.6230 may follow, forming a consolidation range. If the pair breaks upwards from this range, another correction towards 0.6290 is possible. However, if it breaks downwards, the downward wave to 0.6077 will likely continue. The MACD indicator supports this scenario, with its signal line positioned above the zero mark but pointing sharply downwards, indicating strong bearish momentum.

On the H1 chart, AUD/USD established a consolidation range near 0.6160 before breaking upwards to complete a correction at 0.6230. The next move is expected to be a new downward wave targeting 0.6150. If this level is breached, the pair could extend losses towards 0.6077. The Stochastic oscillator confirms this bearish outlook, with its signal line below 80 and trending downwards towards 20, indicating growing downside pressure.

Conclusion

The Australian dollar has staged a modest recovery, but risks remain elevated due to ongoing US-China trade tensions and uncertainty surrounding Australia’s economic outlook. While short-term technical indicators suggest the potential for further downside, the key levels to watch are 0.6150 and 0.6077. Market participants will closely monitor Trump’s meeting with Xi Jinping and Australia’s trade balance data for further directional cues.

 

Disclaimer

Any forecasts contained herein are based on the author’s particular opinion. This analysis may not be treated as trading advice. RoboForex bears no responsibility for trading results based on trading recommendations and reviews contained herein.

Trump’s tariff policy could lead to trade wars between key economies

By JustMarkets 

As of Friday, the Dow Jones (US30) was down 0.75% (for the week +0.90%). The S&P500 Index (US500) decreased by 0.50% (for the week +1.20%). The Nasdaq Technology Index (US100) is down 0.14% (for the week +2.28%). Stocks gave up an early rally on Friday and declined moderately. The long liquidation in stocks emerged on Friday afternoon when the White House denied a Reuters report that President Trump would delay imposing tariffs against Canada and Mexico until March 1.

Relations between longtime allies the US and Canada, which has the world’s longest land border, have reached a new low. Canadian Prime Minister Trudeau said he was imposing tariffs on 155 billion Canadian dollars ($107 billion) worth of US goods. He said tariffs on 30 billion Canadian dollars will take effect Tuesday, the same day as Trump’s tariffs, and duties on the remaining 125 billion Canadian dollars 21 days later. Trudeau’s announcement came just hours after Trump imposed 25 percent tariffs on Canadian and Mexican imports and 10 percent on goods from China, creating the risk of a trade war that economists say could slow global growth and stoke inflation.

The tariffs pose a significant threat to the commodity-linked CAD, as they could reduce currency demand and limit foreign exchange inflows. These tariff risks also add to pessimism about Mexico’s economic outlook, especially after its GDP contracted by 0.6% in Q4 2024. Meanwhile, diverging monetary policies between the hawkish US Federal Reserve and Mexico’s central bank, expected to cut rates further to stimulate economic recovery, have narrowed the yield differential, adding pressure on MXN.

Equity markets in Europe were mostly up on Friday. Germany’s DAX (DE40) rose by 0.02% (for the week +2.50%), France’s CAC 40 (FR40) closed up 0.11% (for the week +0.97%), Spain’s IBEX 35 (ES35) index fell by 0.41% (for the week +4.00%), and the UK’s FTSE 100 (UK100) closed 0.31% (for the week +2.02%) on Friday. The DAX index closed without significant changes on Friday, setting a new record high. Market participants were assessing key inflation data from Europe and the US and the latest corporate earnings reports. In Germany and France, core inflation came in below forecasts, indicating that price pressures are easing and reinforcing expectations that the ECB will continue to cut rates this year.

WTI crude oil prices rose to around $73.8 a barrel on Monday after US President Donald Trump imposed tariffs against Canada, Mexico, and China, raising concerns about possible supply disruptions. However, crude oil prices could face downward pressure in the near term. Imposing tariffs and subsequent retaliatory measures could trigger a wider trade war, hurting global economic growth and reducing energy demand.

Asian markets were predominantly up last week. Japan’s Nikkei 225 (JP225) fell by 2.59%, China’s FTSE China A50 (CHA50) gained 0.44%, Hong Kong’s Hang Seng (HK50) rose by 0.91%, and Australia’s ASX 200 (AU200) posted a positive 1.21% for the week. Hong Kong stocks fell 1.3% in early trading at the start of the new month, reversing gains from the previous three sessions when trading resumed after the New Year holiday amid widespread sector losses. Over the weekend, investors reacted as Donald Trump imposed sweeping tariffs against several countries, including China. Meanwhile, Beijing announced plans to challenge Trump’s decision at the WTO and take other countermeasures, adding to fears of a trade dispute between the two countries.

The Australian dollar fell about 2% to below $0.61, hitting its lowest since April 2020. New US tariffs heightened fears about a global trade war, triggering a sell-off in risk assets. While Australia has not been directly impacted by the new US tariffs, its economy, which relies heavily on exports and free trade, remains vulnerable to disruptions in global trade. Meanwhile, data showed a 0.1% decline in Australian retail sales for December, the first drop in nine months. The slowdown has further supported expectations of a dovish stance by the Reserve Bank of Australia, with many analysts predicting rate cuts could begin as early as this month.

On Monday, the New Zealand dollar fell by 2% to US$0.553, its lowest level since March 2020, as the threat of a global trade war weighed on risk sentiment. In addition, the Kiwi weakened further after China’s manufacturing PMI fell below expectations as China is New Zealand’s key trading partner. The prospect of further rate cuts by the Reserve Bank of New Zealand also weighed on the currency. The market is pricing in a 50 bps rate cut to 3.75% at the February 19 meeting and forecasts a rate cut to 3% over the next 12 months.

Indonesia’s annualized inflation rate for January 2025 fell to 0.76% from December’s 1.57%, the lowest since March 2000. Core inflation, which excludes managed and volatile food prices, accelerated to an 18-month high of 2.36%, beating growth estimates of 2.30%.

S&P 500 (US500) 6,040.53 −30.64 (−0.50%)

Dow Jones (US30) 44,544.66 −337.47 (−0.75%)

DAX (DE40) 21,732.05 +4.85 (+0.02%)

FTSE 100 (UK100) 8,673.96 +27.08 (+0.31%)

USD index 108.50 +0.70 (+0.65%)

News feed for: 2025.02.03

  • Australia Manufacturing PMI (m/m) at 00:00 (GMT+2);
  • Australia Retail Sales (m/m) at 02:30 (GMT+2);
  • Japan Manufacturing PMI (m/m) at 02:30 (GMT+2);
  • China Caixin Manufacturing PMI (m/m) at 03:45 (GMT+2);
  • Switzerland Manufacturing PMI (m/m) at 10:30 (GMT+2);
  • German Manufacturing PMI (m/m) at 10:55 (GMT+2);
  • Eurozone Manufacturing PMI (m/m) at 11:00 (GMT+2);
  • UK Manufacturing PMI (m/m) at 11:00 (GMT+2);
  • Eurozone Consumer Price Index (m/m) at 12:00 (GMT+2);
  • OPEC+ meeting at 13:00 (GMT+2);
  • US ISM Manufacturing PMI (m/m) at 17:00 (GMT+2).

By JustMarkets

 

This article reflects a personal opinion and should not be interpreted as an investment advice, and/or offer, and/or a persistent request for carrying out financial transactions, and/or a guarantee, and/or a forecast of future events.