Facebook YouTube Twitter LinkedIn Menu Chevron Left Chevron Right Arrow Down Arrow Up Plus Plus Plus Plus Plus

FRT Episode 17: ‘Explainability’ in Machine Learning

FRT welcomes Chisoo Lyons, Vice President of Analytic Ventures at FICO. FICO kindly provided a case study  in the IIF’s recent paper on Explainability in Machine Learning, and Chisoo elaborates on how FICO has been using Machine Learning and big data to help get better insights, with an emphasis on tackling ‘explainability’ (Natalia Bailey).

Global Macro Views: Euro Periphery Output Gaps

Estimates for Euro periphery output gaps are oddly small, even where real GDP has fallen substantially in the last 10 years. These estimates implicitly assume lots of activity is permanently lost, with potential “bending” down, almost as if to validate low actual GDP. The reality is that economic slack on the periphery is likely still sizeable, and holding down underlying inflation despite unprecedented ECB easing.

Sticky Notes: November 16, 2018

In this edition of Sticky Notes, we look at takeaways from the U.S. mid-term elections, the latest U.S.-China trade talks, Brazil in the wake of a newly elected government, and U.S. soybean exports.

Emerging Markets Bank Lending Conditions Survey - 2018Q3

EM bank lending conditions tighten further in 2018Q3. Credit standards and funding conditions weakened more in Q3, as trade finance and the demand for loans began tightening. EM Europe saw their conditions worsen the most, while Sub-Saharan Africa was the only region to improve. Respondents expect less tightening in lending conditions for Q4.

Weekly Insight: Flight to Quality Ahead?

One factor behind global equity market jitters: the growing focus on credit risk. Credit spreads have widened only modestly in 2018, but look increasingly vulnerable to a trigger event. Rising rates highlight vulnerabilities in housing markets. Less reliance on hard-currency debt in EM Asia ex-China, but more in Africa/Middle East. 

Economic Views: Exposure to Russia Sanctions

  • Sanctions lowered capital flows to Russia permanently, limiting severely the ability of banks to borrow abroad.
  • Risk of new sanctions put pressure on government flows. We assess scope for contagion from expanded sanctions.
  • Foreign bank exposures to Russia shrunk significantly, and would be manageable under expanded sanctions.

Turkey Update – Exposure to Debt-Rollover and FX Risk

Private sector balance sheets are susceptible, at varying degrees, to external debt rollover risk and lira depreciation. Under the currently improving, yet fragile, investor sentiment, Turkey’s sizable amortization payments will continue to expose the economy to high rollover risk through 2019. 

Global Debt Monitor - November 2018

Global debt declined by $1.5 trillion to $247 trillion ($187 trillion ex-financials) in Q2 2018-mainly driven by mature markets. In contrast, EM debt continues to rise, topping $71 trillion in Q2 ($60 trillion ex-financials).

Global Macro Views: China's Vanishing Current Account Surplus

China's current account has traditionally registered large surpluses, but has swung into deficit this year based on data from Q1 through Q3, adding to the case that the RMB could be overvalued and needs to depreciate.

Economic Views: Why is China Slowing?

Just as in 2015, our activity tracker points to a slowdown, "¦ even though official GDP figures remain broadly stable. We compare the current slowdown




IIF Headquarters
1333 H St NW, Suite 800E
Washington, DC 20005-4770
Tel: +1 202 857-3600
Fax: +1 202 775-1430
Email: info@iif.com

IIF Middle East and Africa
Regional Office
DIFC, The Gate Building,
Level 15
P.O. Box 121208
Dubai, United Arab
Tel: +971 4401 9651

IIF Asia Pacific
Regional Office - Beijing
Winland International Finance Centre
Suite F920, 9F
No.7 Jinrong Avenue
Xicheng District, Beijing
100032, PRC
Tel: +86 10 5836 9100
Fax: +86 10 5836 9300

IIF Asia Pacific
Regional Office - Singapore
50 Raffles Place
#22-06 Singapore Land
Singapore 048623
Tel: +65 6592 5089

IIF European
Representative Office
Square de Meeûs 23
14th Floor
1000 Brussels
Tel: +32 2 430 37 08