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S&P <strong>Global</strong> <strong>Overview</strong> <strong>and</strong><br />

Intercompany Financing<br />

Challenges <strong>and</strong> <strong>Solutions</strong><br />

<strong>James</strong> <strong>West</strong><br />

EMEA Head of Market Development for Public Sector & Professional Services<br />

S&P <strong>Global</strong> Market Intelligence<br />

11th May 2018<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

Copyright © 2018 by S&P <strong>Global</strong> Market Intelligence. All rights reserved.


Agenda<br />

• S&P <strong>Global</strong> – Company <strong>Overview</strong><br />

• S&P <strong>Global</strong> – Product <strong>Overview</strong><br />

• Technology <strong>and</strong> AI<br />

• Intercompany Financing <strong>Overview</strong><br />

– Challenges<br />

– Desktop<br />

– Credit Analytics<br />

– Yield Curves<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 2


Our divisions work together<br />

to give you a 360 degree view.<br />

Integrated offering of<br />

credit ratings, risk<br />

research <strong>and</strong> critical<br />

insights<br />

Leading-edge index<br />

methodologies <strong>and</strong><br />

research<br />

perspectives<br />

Market-leading global<br />

pricing benchmarks<br />

<strong>and</strong> deep supply<br />

chain analysis<br />

The most relevant<br />

<strong>and</strong> high quality<br />

business <strong>and</strong><br />

financial data<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 3


Market Intelligence at a glance<br />

$<strong>1.</strong>68B division 230K+ active users 11,000+ employees<br />

San Francisco<br />

Chicago<br />

Denver<br />

Dallas<br />

Mexico City<br />

Toronto<br />

Halifax<br />

Boston<br />

New York<br />

Washington, D.C.<br />

Charlottesville<br />

Stockholm<br />

London<br />

Frankfurt<br />

Paris<br />

Milan<br />

Madrid<br />

Moscow<br />

Dubai<br />

Islamabad<br />

Ahmedabad<br />

Gurgaon<br />

Beijing<br />

Seoul<br />

Tokyo<br />

Shanghai<br />

Hong Kong<br />

Manila<br />

Singapore<br />

São Paulo<br />

Buenos Aires<br />

Johannesburg<br />

Perth<br />

Melbourne<br />

Sydney<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 4


Our clients depend on our data, news, <strong>and</strong><br />

analytics to make decisions with conviction.<br />

We serve a variety of clients across a range of sectors.<br />

Investment<br />

Management<br />

Investment<br />

Banking &<br />

Private Equity<br />

Banking &<br />

Insurance<br />

Corporates<br />

Professional<br />

Services &<br />

Public Institutions<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 5


Our products are designed for how you work.<br />

Desktop<br />

Our web-based platform combines S&P Capital IQ broad<br />

company coverage, comprehensive financial data <strong>and</strong><br />

research tools with SNL deep, sector-specific data to<br />

access company <strong>and</strong> asset-level information, exclusive<br />

news, proprietary research, regulatory insights, <strong>and</strong> more.<br />

Leveraging robust search <strong>and</strong> alert capabilities, powerful<br />

visual analytics, <strong>and</strong> user-specific profiles, clients gain a<br />

platform that is tailored to their workflows.<br />

From the Market Intelligence platform, users have oneclick<br />

access to Leveraged Commentary & Data (LCD)<br />

loan content <strong>and</strong> extensive reports to monitor markets<br />

<strong>and</strong> companies. Engage in deep credit analysis with<br />

RatingsDirect® for S&P <strong>Global</strong> Ratings <strong>and</strong> Research<br />

<strong>and</strong> Credit Analytics for views on public <strong>and</strong> private<br />

company credit risk.<br />

Office<br />

Create templates, download data, <strong>and</strong> update reports<br />

in real-time with robust add-ins for Microsoft Excel,<br />

Word, <strong>and</strong> PowerPoint.<br />

Mobile<br />

Hold the power of the S&P <strong>Global</strong> Market<br />

Intelligence universe in your h<strong>and</strong>s with mobile<br />

access, anywhere, anytime.<br />

Feeds<br />

Gain fast access to our wide range of financial<br />

data sets with our API <strong>and</strong> Xpressfeed, our<br />

powerful data feed management solution.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

6


Technology:<br />

AI & Machine Learning


Technology <strong>and</strong> AI At S&P <strong>Global</strong><br />

• Machine Learning (ML) <strong>and</strong> Advanced Analytics<br />

– Large volumes of unstructured but potentially useful data pose problems for many organizations<br />

– Algorithms than can identify structured data<br />

– Algorithm Training<br />

– Voice Technology <strong>and</strong> Data Scraping<br />

• Robotic Process Automation (RPA)<br />

– Software Automation to process routine tasks – data extraction <strong>and</strong> cleaning<br />

– Deployed more than 90 such automation bots in the last year<br />

– Bots have processed over 100 FTE of work; over 100,000 filings for debt capital structuring team<br />

– Improved speed <strong>and</strong> accuract<br />

• Natural Language Generation (NLG)<br />

– Acquisition of Kensho, data analytics <strong>and</strong> machine intelligence specialist<br />

– Software engine helps machines communicate with humans<br />

– Translates machine-generated data into prose<br />

– We integrate both NLG <strong>and</strong> RPA to publish news stories – 5,800 earnings stories in 5 days<br />

– Develop natural language search technology<br />

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written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 8


Intercompany<br />

Financing


Intercompany Financing – Challenges<br />

• Pricing Inter-Company Loans /<br />

Determining Arms Length Prices<br />

– Assess credit risk of subsidiaries <strong>and</strong> link to<br />

market observable pricing, with full<br />

documentation.<br />

– This is very important to clear regulatory<br />

requirements <strong>and</strong> to avoid costly penalties<br />

• Common Tax Authority Dem<strong>and</strong>s<br />

– Parental/Government overlay<br />

– Macro Economic Stress Testing<br />

– Built in publishing function<br />

– Country & Background Economic information<br />

• BEPS (Base Erosion & Profit Shifting)<br />

– Transparency<br />

• Fair Pricing for different markets<br />

• Corporate Yield Curves Methodology<br />

• Corporate Yield Curve Transparency<br />

• Credit Analytics<br />

• Company & Reference data<br />

• Company Structure<br />

• Berry Ratios<br />

• Support Pricing Decisions to Clear<br />

Regulatory Scrutiny & Audits<br />

– Accurate comparable analysis for companies &<br />

debt instruments<br />

– Assess credit worthiness of subsidiaries &<br />

affiliates<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 10


Market Intelligence


S&P Capital IQ Platform<br />

Company Intelligence<br />

• Perform deep company <strong>and</strong> industry research<br />

– Financials from 88,000 public companies <strong>and</strong> over 4.4m profiled private companies<br />

– Company fundamental data – equities, fixed income capital structure, credit ratings<br />

– Extensive pricing <strong>and</strong> market data across all major quoted markets<br />

– Comparable analysis<br />

– Credit Health Panel<br />

– Extensive collection of broker <strong>and</strong> independent research reports<br />

– Analyst sentiment – S&P Capital IQ’s consensus <strong>and</strong> detailed estimates as well as industry-specific<br />

estimates<br />

• Monitor companies <strong>and</strong> markets<br />

– Access streaming quotes to a coverage universe or watch list<br />

– Market snapshots for indices mutual funds, futures, options, currencies & commodities<br />

– Events <strong>and</strong> transcripts, analyst estimates <strong>and</strong> updated financial performance<br />

• Screening Tool<br />

– Quickly search data points to add criteria<br />

– More than 5,000 financial <strong>and</strong> 3,000 qualitative data points available for screening<br />

– Include even more items with custom Formula builder<br />

– Screen for comparable companies <strong>and</strong> financials<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

12


RatingsDirect<br />

Aggregated Intelligence<br />

• 20+ years of Ratings history spanning 83,000+ securities across the globe<br />

• <strong>Global</strong>, National <strong>and</strong> regional scale credit ratings on issuer <strong>and</strong> issue level<br />

• Review industry snapshots <strong>and</strong> compare key fundamental credit metrics<br />

• Assess medians, credit ratings migrations <strong>and</strong> outlook distributions by sector <strong>and</strong><br />

other important trends<br />

Credit-adjusted financials<br />

• Access analyst adjusted financial statements for 600+ global banks <strong>and</strong> 2,800+<br />

corporates <strong>and</strong> utilities<br />

• Robust comparison tools, customized filters <strong>and</strong> financial data reports<br />

• Aggregated benchmarks at sector, sub-sector, industry <strong>and</strong> company peer level<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

13


Compustat<br />

Unmatched Company History <strong>and</strong> Depth<br />

• 30,339 Active <strong>and</strong> Inactive companies<br />

• Annual Data – History back to 1979<br />

– Historical Annual Data back to 1950<br />

• Quarterly Data – History back to 1979<br />

– Historical Quarterly Data back to 1962<br />

• Daily Market Data back to 1984<br />

• Monthly Market Data back to 1962; Annual<br />

back to 1950<br />

Over 10,000 items available<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

14


Compustat – Breadth & Depth<br />

• Income Statement, Balance Sheet <strong>and</strong> Cash Flow<br />

Over<br />

10,000<br />

items<br />

• Industry Specific, Segment, Pension <strong>and</strong> Post-retirement data<br />

• Option, Auditor, Internal Control data<br />

• Quarterly Earnings Report Date, Actual Period End Date, Preliminary <strong>and</strong> Final<br />

update dates<br />

• Filing Date <strong>and</strong> Timest<strong>amp</strong> of filings<br />

• Recent FASB rulings covering Stock based Compensation, Non-controlling<br />

Interest, Pension <strong>and</strong> Fair Value<br />

• Entity Marker, Industry Classifications (GICS, SIC, NAICS)<br />

• Acquisition items<br />

• Market data – issue level data for price, dividend, shares, shares trading<br />

• Economic data<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

15


Compustat – Transparency Capabilities<br />

Transparency Data<br />

• Company Level Notes<br />

– Annual <strong>and</strong> Quarterly Period descriptor notes which have an impact to the company as a<br />

whole from the management discussion <strong>and</strong> notes to the financial statement.<br />

– Concentrate on activities that drive company financials: Acquisitions, Discontinued<br />

Operations, Accounting Changes <strong>and</strong> other activities impacting the company<br />

• Item Level Notes<br />

– S&P Financial Analyst detailed notes about the st<strong>and</strong>ardization of the Compustat data<br />

item<br />

• Item Transparency Notes <strong>and</strong> Values<br />

– Actual values from the source (10K/10Q) used to adjust the Compustat data item<br />

– As Reported <strong>and</strong> existing mnemonics labels to tie back to the reported numbers in the<br />

company report<br />

– Focus on high impact items such as Special Items <strong>and</strong> commonly aggregated values<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

16


Credit Analytics


Primary<br />

Measure<br />

Coverage<br />

Product<br />

Design<br />

DNA<br />

Inputs<br />

Credit L<strong>and</strong>scape: The Complete Offering<br />

Informed Judgment-Based Quantitative Fundamentals-Based Quantitative Market Signal-Based<br />

Public<br />

Ratings<br />

Scoring Template –<br />

Fundamental<br />

Scoring Model –<br />

Fundamental<br />

Probability of<br />

Default –<br />

Fundamental<br />

Peer<br />

Analysis Model<br />

Market Signals<br />

CDS spreads<br />

Market Signals<br />

Stock Price<br />

S&P <strong>Global</strong><br />

Ratings<br />

Scorecards<br />

CreditModel<br />

PD Model<br />

Fundamentals<br />

Credit Health Panel<br />

Market Derived<br />

Signals (MDS)*<br />

PD Model<br />

Market Signals<br />

• Credit ratings* • Credit Score -<br />

Mapped to “bucketed”<br />

PD percentage<br />

• Credit Score -<br />

Mapped to “bucketed”<br />

PD percentage<br />

• Continuous PD<br />

percentage -<br />

Mapped to credit<br />

score<br />

• Relative score<br />

• Custom score<br />

• Credit Score -<br />

Mapped to PD<br />

percentage<br />

• PD percentage -<br />

Mapped to credit<br />

score<br />

• Analyst, committee<br />

driven & credit<br />

methodology driven<br />

• Segment-focus expert<br />

judgment modeling<br />

• Calibrated on ratings<br />

• Segment-focus<br />

quantitative modeling<br />

• Calibrated on ratings<br />

• Segment-focus<br />

quantitative modeling<br />

• Calibrated on<br />

empirical defaults<br />

• Fundamental-based<br />

scores <strong>and</strong> ratios for<br />

peer group<br />

assessment<br />

• Market derived<br />

signals based on<br />

credit default swaps<br />

• Calibrated on<br />

empirical defaults<br />

• Market derived<br />

signals based on<br />

stock price volatility &<br />

returns<br />

• Calibrated on<br />

empirical defaults<br />

• Medium/Long-term • Medium/Long-term • Medium/Long-term • Medium-term • Medium-term • Short-term<br />

(Point-in-time)<br />

• Short-term<br />

• (Point-in-time)<br />

• <strong>Global</strong> Coverage<br />

• Daily monitored<br />

• 6k companies<br />

• <strong>Global</strong> Coverage<br />

• Scores available on<br />

dem<strong>and</strong><br />

• Industry-specific<br />

• Generic<br />

• <strong>Global</strong> Coverage<br />

• Weekly pre-scored<br />

• 56k+ companies<br />

• Corporates, Banks,<br />

Insurers<br />

• <strong>Global</strong> Coverage<br />

• Weekly pre-scored<br />

• 660k+ companies<br />

• Corporates, Banks,<br />

Real Estate (RE)<br />

• <strong>Global</strong> Coverage<br />

• Daily pre-scored<br />

• 210k companies<br />

• Corporates<br />

• Rated Companies w/<br />

CDS coverage<br />

• Daily pre-scored<br />

• >1k companies<br />

• Listed Companies<br />

• Daily pre-scored<br />

• 60k+ companies<br />

• Corporates, Banks, IB,<br />

Insurers, RE<br />

• Rigorous analysis of<br />

any relevant<br />

qualitative <strong>and</strong><br />

quantitative inputs<br />

• Qualitative <strong>and</strong><br />

quantitative inputs<br />

• Country risk<br />

• Industry risk<br />

• Economic risk<br />

• Sovereign risk<br />

• Financial statements<br />

+ quantifiable inputs<br />

• Country risk<br />

• Industry risk<br />

• Economic risk<br />

• Sovereign risk<br />

• Financial statements<br />

+ quantifiable inputs<br />

• Country risk<br />

• Industry risk<br />

• Economic risk<br />

• Sovereign risk<br />

• Financial Statements<br />

• Operational<br />

• Solvency<br />

• Liquidity<br />

• CDS spreads<br />

• Industry risk<br />

• Economic risk<br />

• Sovereign risk<br />

• Equity, Financials<br />

• Country risk<br />

• Industry risk<br />

• Economic risk<br />

• Sovereign risk<br />

Fundamentals (Financials)<br />

*From S&P <strong>Global</strong> Ratings. S&P <strong>Global</strong> Market Intelligence, as well as its products <strong>and</strong> services are analytically <strong>and</strong> editorially separate <strong>and</strong> independent from other analytical areas at S&P <strong>Global</strong> Ratings.<br />

Market Factors<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 18


Corporate Yield<br />

Curves


Market Challenge<br />

• Regulations to put pressure on firms to provide more transparency around liquid vs Illiquid bond<br />

holdings <strong>and</strong> the associated Value, Costs <strong>and</strong> Capital required to participate in the OTC bond markets<br />

• Changes in the market structure have resulted in reduction of sell side price making on inventory <strong>and</strong><br />

impacted the quality <strong>and</strong> quantity of price data. Quotes <strong>and</strong> prices from the buy-side market have now<br />

become more important for Valuation, Benchmarking <strong>and</strong> Research<br />

Identified Market Challenges<br />

S&P Capital IQ Initial Solution<br />

Data<br />

Availability<br />

• Coverage across sectors <strong>and</strong> ratings limited<br />

(no sub-investment grade)<br />

• Incomplete term structures ( >10Yrs)<br />

• Full transparent, global set of Corporate<br />

Benchmark Curves<br />

• Interest Rate Curves – Swap, Government <strong>and</strong><br />

Risk Free<br />

Data<br />

Quality<br />

• Uncertainty over quality of price data for<br />

curve construction<br />

• Stale price data<br />

• Indicative quotes parsed from Credit<br />

Trading Desks<br />

• Data filtering <strong>and</strong> cleansing to eliminate stale data<br />

• Liquid daily quotes ensure validity of daily curves<br />

Transparency<br />

• Inability to view underlying pricing data, bonds<br />

<strong>and</strong> spreads<br />

• Black Box calculations<br />

• Lack of support to query values received<br />

• Transparency provides access to underlying<br />

prices <strong>and</strong> spreads used in the curve construction<br />

• Fully transparent detailed methodology document<br />

• Access to SME’s<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

20


What Has S&P <strong>Global</strong> Market Intelligence<br />

Created?<br />

7 Rating B<strong>and</strong>s<br />

AAA – CCC<br />

4 Currencies<br />

US$ € £, A$<br />

11 GICS ®<br />

Sectors*<br />

Sectors<br />

• Consumer Discretionary<br />

• Consumer Staples<br />

• Energy<br />

• Financials<br />

• Healthcare<br />

• Industrials<br />

• Information Technology<br />

• Materials<br />

• Telecommunication<br />

Services<br />

• Utilities<br />

• Real Estate<br />

Indicative<br />

Quotes<br />

+5 Years<br />

History<br />

Transparent<br />

Inputs<br />

*An all Corporate Sectors, Financials <strong>and</strong> Non-Financials curve is also available in $, €, £ <strong>and</strong> A$.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

21


Curve Construction Methodology<br />

Modular Curve Construction And Transparent Calibration<br />

• Calibration based on indicative pricing of credits actively quoted by bond traders<br />

– Each curve represents the best fit for a group of credits specified by the sector <strong>and</strong> rating<br />

– Each curve captures the typical maturity basis observed at a given level of credit quality<br />

• The systems of curves is analytical <strong>and</strong> arbitrage-free by design<br />

• List of indicative input prices <strong>and</strong> spreads’ dispersion is provided for each curve<br />

*S&P <strong>Global</strong> Ratings Credit Ratings.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

22


Pricing an<br />

Intercompany Loan


Our differentiated data <strong>and</strong> analytics offers<br />

unique insights for the companies you cover.<br />

S&P Capital IQ<br />

Comprehensive financials, corporate<br />

hierarchies, ownership, news <strong>and</strong><br />

transcripts for global public <strong>and</strong> private<br />

companies.<br />

Yield Curves<br />

Drill down & view underlying bond<br />

constituents <strong>and</strong> prices used in the<br />

construction of each curve to support<br />

reporting requirements<br />

Compustat ® Data<br />

Easily compare companies with<br />

st<strong>and</strong>ardized, historical data with<br />

annual/interim data back to 1979.<br />

Leverage same data set used by IRS<br />

for their audits<br />

<strong>Global</strong> Financials<br />

Fully transparent <strong>and</strong> auditable<br />

public <strong>and</strong> private company data,<br />

validated <strong>and</strong> st<strong>and</strong>ardized.<br />

Credit Analytics<br />

Utilize credit risk models to objectively<br />

assess credit risk of global<br />

subsidiaries to meet regulatory<br />

requirements<br />

Estimate both st<strong>and</strong>alone credit<br />

scores <strong>and</strong> scores incorporating<br />

parental support.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public.<br />

24


Pricing an Intercompany Loan – Company Data<br />

• Comprehensive public company<br />

financials<br />

• <strong>Global</strong> private company<br />

financials<br />

• Traceable back to source<br />

documents<br />

• In depth historical data<br />

• Ability to store proprietary<br />

financials for in-house analysis<br />

Source – S&P Capital IQ 7/2/18<br />

For Illustrative Purposes Only<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 25


Pricing an Intercompany Loan – Credit Analysis<br />

• Quantitatively assess credit risk of subsidiaries<br />

• Quickly account for parental support<br />

• Benchmark vs. pubic <strong>and</strong> private peers<br />

• Supporting transparency information for assessment to increase defensibility<br />

• Securely save historical analysis for centralized reporting<br />

Source – S&P Capital IQ 7/2/18<br />

For Illustrative Purposes Only.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 26


Pricing an Intercompany Loan – Corporate Yield<br />

Curves<br />

• Full Term Structure<br />

• AAA-CCC Ratings<br />

• 1mo-30yrs<br />

• Z-spread overlay<br />

• Link from credit scoring to<br />

pricing<br />

• Assist with Arm’s Length<br />

Pricing<br />

• Transparency for defensibility<br />

• Bonds used in curve<br />

construction<br />

• Breakdown of Issuers by Credit<br />

Rating & maturity<br />

• Z-spreads<br />

Source – S&P Capital IQ 7/2/18<br />

For Illustrative Purposes Only. Credit Ratings are prepared by S&P <strong>Global</strong> Ratings.<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence. Not for distribution to the public. 27


Summary<br />

• S&P <strong>Global</strong> is committed to providing high quality transparent data <strong>and</strong> analytics to meet<br />

client dem<strong>and</strong>s<br />

• Technology is a key strategy to meet ever changing needs<br />

• Transparency, Transparency, Transparency<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence.<br />

Private & Confidential 28


Thank You<br />

Permission to reprint or distribute any content from this presentation requires the prior<br />

written approval of S&P <strong>Global</strong> Market Intelligence.<br />

29


Copyright © 2018 by S&P <strong>Global</strong> Market Intelligence, a division of S&P <strong>Global</strong> Inc. All rights reserved.<br />

These materials have been prepared solely for information purposes based upon information generally available to the public <strong>and</strong> from sources believed to be reliable. No<br />

content (including index data, ratings, credit-related analyses <strong>and</strong> data, research, model, software or other application or output therefrom) or any part thereof (Content) may be<br />

modified, reverse engineered, reproduced or distributed in any form by any means, or stored in a database or retrieval system, without the prior written permission of S&P<br />

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