Research
Can machine learning help predict recessions? Not really
Artificial intelligence models stumble on noisy data and lack of interpretability

S&P Global Market Intelligence RatingsDirect® leverages AI for more precise insights in volatile markets
Zoi Fletcher speaks to Clemens Thym, S&P Global Market Intelligence, about how his team is enhancing RatingsDirect® with AI and adding value with ratings research

Calibrating interest rate curves for a new era
Dmitry Pugachevsky, director of research at Quantifi, explores why building an accurate and robust interest rate curve has considerable implications for a broad range of financial operations – from setting benchmark rates to managing risk – and hinges on…

Goldman’s Marquee is a gradual revelation
Multiple apps are being corralled into a sticky cross-asset ecosystem, updated with Python and cloud
AI in sheep’s clothing? Wolfe Research develops finance chatbot
Bot is trained in financial and ESG data, but won’t replace humans – yet – says firm
Fleeting volatility vexes trend followers
Jumpy markets give quant firms the jitters as tried-and-tested strategies struggle in 2023
Op Risk Benchmarking: Inside the G-Sibs
New initiative scrutinises op risk measurement and management practices at the world’s largest banks
A new era for risk: the move toward ‘customer risk experience’
Research into the risk function of the future has identified a strong and accelerated drive to consider risk management as a key enabler of a great customer experience. This evolution has been termed the ‘customer risk experience’
A student of Dr Doom says QE is here to stay
Salomon alumni Michael Howell says central banks can’t stop pumping liquidity
The tweet and the trust collapse: how banks can fall on a dime
In March’s market contagion, experts see lessons in the rapid erosion of confidence
Brains beat backtests in a tough year for FIA indexes
Four of the top 10 benchmarks in 2022 were based on the economic theories of prominent academics
BloombergGPT: Terminal giant enters the LLM race
New large language model aims to supercharge Terminal’s ability to provide sentiment, charting and search
Liquidity risk learnings in the banking industry
Sidhartha Dash, chief researcher at Chartis Research (part of Risk.net's digital network), talks to Steve Pemberton, chief executive of Coherent Europe, about the dynamics and challenges surrounding liquidity risk in the banking industry
No link between geopolitical risk signals and returns – hedge fund
Gauges of geopolitical risk are better at predicting volatility than equity returns, research from XAI finds
‘Trend’ triumphs in uncertainty, but not as it wanes – study
Quant investing approach thrives in extremes of market uncertainty; calm hinders it
From ‘cottage industry’ to quant-ready: prop data at JP Morgan
Unique information now “table stakes” for brokers as they compete for new clients
The rise of non-financial risks
Naeem Siddiqi, senior adviser, risk management, risk research and quantitative solutions at SAS, discusses the effectiveness of stress-testing as a risk management tool in rapidly changing markets, the role of new technologies in developing robust data…
Earnings call analysis 2.0 goes beyond good and bad words
Quants develop new ways to extract signals from media-savvy chief executives and their financial statements
Banks strive for machine learning at quantum speed
Embryonic work on quantum neural networks raises hope of faster, more accurate models
Princeton, Baruch and Berkeley top for quant master’s degrees
Eight of 10 leading schools for quantitative finance programmes are based in US, latest rankings show
New breed of NLP model learns finance better, study finds
Models trained by looking at sentences beat conventional approaches that contextualise words
An old model can shed new light on how flows shape prices
Market microstructure theory may also explain long-term patterns in stock markets
Market’s mystery jumps might be predictable after all
Endogenous volatility has a tell-tale pattern, quants find
Seismology models sound out safe ground for DG Partners
Quake technology helps quant firm time entry and exit points – and buck trend-following trend