models

Risk-Based Profit Attribution

“Even the best portfolio managers have bad years due to macroeconomic factors beyond their control,” said Michael B. Miller, founder and CEO, Northstar Risk, to an audience of financial risk professionals. This is Part 1 of his talk about how to attribute performance for financial management at a webinar sponsored by the Global Association of Risk Professionals on June 20, 2018. “We tend to view measurement of risk and performance as separate tasks, but performance can only be fully understood by taking risk into account,” Miller said. Performance is always evaluated relative to something else, such as “the market”—which commonly taken […]

Extracting Value from CECL 2

To meet the new for current expected credit losses (CECL) requirements, “you will need a lot of data,” said Thomas Caragher, Senior Product Manager of Financial & Risk Management Solutions at Fiserv, a US provider of financial services technology. Seven to ten years of data is not unreasonable. The payoff to massive data-gathering is that “you will be able to build strategy more effectively if you have information.” But what to do with the reams of data? First, you have to make some sense of it. “Start by correlating the data,” he said. Oil production might be correlated with loan demand […]

Extracting Value from CECL 1

“Turn the pain of compliance into the benefit of strategy,” said Thomas Caragher, Senior Product Manager of Financial & Risk Management Solutions at Fiserv, a US provider of financial services technology. He was speaking about the approaching deadline to implement new guidelines for current expected credit losses (CECL) at a webinar sponsored by the Global Association of Risk Professionals on April 11, 2018. CECL is the new impairment standard for credit impairment under the Financial Accounting Standards Board (FASB). Since it affects accounting, the effect of CECL will be felt “in department stores, cell phone companies, municipalities”—throughout the U.S. The purpose of business intelligence is […]

As Fast as You Can

The implementation window for the new Current Expected Credit Loss (CECL) standard may seem plenty big enough, but there are loads of decisions to be made, such as “how will we calculate this?” “Decide on methodology and start implementing as fast as you can,” advised Masha Muzyka, Senior Director, Regulatory and Accounting Solutions at Moody’s Analytics. She was part of a round-table discussion, held on January 10, 2018, about the transition to CECL. The webcast was organized by the Global Association of Risk Professionals (GARP). The new CECL standard will bring significant changes, such as a spike in earnings volatility. […]

Challenges to modelling

Constructing an accurate financial model for the Current Expected Credit Loss (CECL) may present problems to some banks. Possibly a bank is collecting data for annualized charge-off rates. However, that would overlook the question: “how would that inform someone as to the loss rate over the lifetime of the portfolio?” asked Michael Gullette, SVP, Tax and Accounting at the American Bankers Association. The question boils down to whether a bank has enough data of the right kind to see trends and relationships. “And if you have the data, what is the quality?” Gullette said. He was part of a round-table discussion […]

Never too early to start

The “reasonable and supportable” clause of the new Current Expected Credit Loss (CECL) standard “is the most hotly debated part” of the regulation, according to Cristian deRitis, Senior Director, Consumer Credit Analytics at Moody’s Analytics. He was part of a round-table discussion about the transition to CECL that was webcast by the Global Association of Risk Professionals (GARP) on January 10, 2018. CECL is the new credit impairment standard under Financial Accounting Standards Board (FASB). “Auditors are grappling with what ‘reasonable and supportable’ means, too,” he added. For best practice in terms of modelling credit risk, the phrase boils down to whether […]

Myths of CECL

The time for proper accounting of credit impairment is running out. How prepared is your team? Do you even know what the biggest concern of the auditors will be? This was the call to action voiced by Tom Caragher, Senior Product Manager of Risk and Performance at Fiserv, a US provider of financial services technology on October 26, 2017. He spoke about implementation of current expected credit losses (CECL) at a webinar sponsored by the Global Association of Risk Professionals. (Note that CECL is the impairment standard under Financial Accounting Standards Board (FASB).) “When it comes to CECL, there are many […]

Volatility Clustering

When looking at stock market time series, one notices immediately a certain “jitter” or “noise” in the daily returns. This is ordinary volatility. Every once in a while, volatility becomes higher and stays that way—for a while. “Volatility clustering occurs when the volatility of the returns becomes correlated from one day to another,” said Attilio Meucci, CEO and founder of Advanced Risk and Portfolio Management (ARPM). He was the sole presenter at the May 11, 2017, webinar on Modeling and Forecasting Volatility Clustering sponsored by the Global Association of Risk Professionals. Meucci began by showing an example of volatility clustering […]

Central Clearing Design

If you had to design a central clearinghouse for transactions in financial markets, what size of guarantees should be offered? And what percentage fees should be charged? “The central clearing modifies the market,” said Andreea Minca, “because the old network structure [of one-to-one] is changing to a new ‘star’ structure.” Minca is Assistant Professor at the School of Operations Research and Information Engineering at Cornell University and was the sole presenter at the December 6, 2016, webinar on systemic risk and central clearing design to members of the Global Association of Risk Professionals (GARP). Under new US legislation, all over-the-counter […]

Clash of Titans

In the wake of the financial crisis, the two Titans that create accounting standards tried to hammer out agreement over how to account for impairment of loans. These bodies are the Financial Accounting Standards Board (FASB) and the International Accounting Standards Board (IASB). “FASB and IASB share the same goal but unfortunately were not able to agree on the same standard,” said Emil Lopez, Director of Risk Measurement at Moody’s Analytics. FASB calls their impairment standard “current expected credit losses” (CECL) whereas IASB deals with impairment and expected losses in their International Financial Reporting Standards as IFRS 9. Lopez was […]