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- Approach<strong>in</strong>g by KOTEC<br />

- Focus<strong>in</strong>g on KTRS(Kibo Technology Rat<strong>in</strong>g System)<br />

Leo (Hee Chang) Park<br />

Senior Manger<br />

Technology Valuation Model<strong>in</strong>g Team<br />

<strong>Korea</strong> Technology F<strong>in</strong>ance Corporation(KOTEC)


1 KOTEC(KIBO) at a Glance<br />

2 General Outlook of KTRS<br />

3 Closer Look of KTRS<br />

4 How to m<strong>in</strong>imize Assessor Subjectivity<br />

5 Other Issues


1 KOTEC(KIBO) at a Glance<br />

3


Historical Background of KOTEC’s Foundation<br />

1. Establishment<br />

Major Bus<strong>in</strong>esses:<br />

- Operat<strong>in</strong>g loan guarantees to technology-based <strong>SMEs</strong><br />

- Provid<strong>in</strong>g technology appraisal service to Government , Bank, and Investors<br />

- Others: Direct Investment, Consult<strong>in</strong>g, and Corporate Restructur<strong>in</strong>g., etc<br />

Founded <strong>in</strong> April 1989 under Special Act (<strong>Korea</strong> Technology Credit Guarantee Fund Act)<br />

2. Historical Background of Foundation <strong>in</strong> the late 1980’s<br />

• High Economic Growth Rate<br />

• GNI : US$ 154 <strong>in</strong> 1953 -> US$20,000 <strong>in</strong> 1989<br />

Economic Miracle<br />

• Nut-Cracked btw. Japan and Ch<strong>in</strong>a<br />

• Technology Gap btw. Large and <strong>SMEs</strong><br />

Los<strong>in</strong>g Momentum<br />

…led national consensus to boost technological <strong>in</strong>novation of <strong>SMEs</strong><br />

4


Capital<br />

Why does the market need KOTEC ?<br />

KOTEC’s role is vital <strong>in</strong> correct<strong>in</strong>g the market failure and promot<strong>in</strong>g the<br />

commercialization of technologies<br />

Government <strong>in</strong>vestment<br />

(policy fund<strong>in</strong>g)<br />

Market failure<br />

Private <strong>in</strong>vestment<br />

(private fund<strong>in</strong>g)<br />

Possibility to<br />

waste Grants<br />

Death Valley<br />

R&D<br />

Market entry (Growth Stage)<br />

Start-up<br />

Growth<br />

Maturity<br />

KOTEC represents a useful alternative with a low <strong>in</strong>vestment culture<br />

for start-ups and technologically <strong>in</strong>novative <strong>SMEs</strong><br />

The Technology Rat<strong>in</strong>g of KOTEC (KTRS) also works as effective<br />

Screen<strong>in</strong>g Measure to f<strong>in</strong>d<strong>in</strong>g promis<strong>in</strong>g technology of Start-ups


KOTEC’s Role<br />

KOTEC’s role is vital <strong>in</strong> support<strong>in</strong>g the whole life-cycle of technology<br />

commercialization of <strong>SMEs</strong> (Total Bus<strong>in</strong>ess Solution for <strong>SMEs</strong>)<br />

life-cycle of<br />

technology<br />

commercialization<br />

R&D<br />

Start-up<br />

Commerci<br />

alization<br />

Growth<br />

Technology<br />

transfer/M&A<br />

Maturity<br />

Tech.<br />

Appraisal<br />

&<br />

Bus<strong>in</strong>ess<br />

Support<br />

TRM<br />

R&D Plann<strong>in</strong>g<br />

Tech Valuation<br />

Mentor<strong>in</strong>g<br />

Feasibility study<br />

Certification<br />

Consult<strong>in</strong>g<br />

Tech Valuation<br />

Loan<br />

Guarantee<br />

Based on<br />

Tech.<br />

R&D evaluation KTRS Start-up KTRS and KTRS-based <strong>in</strong>dustry specific TRSs<br />

- One person biz<br />

- <strong>Innovative</strong>-knowledge based service evaluation<br />

- Cultural Contents Evaluation


Organization & Human Resources<br />

<br />

<br />

Organization<br />

Headquarters<br />

Nation-wide<br />

- 11 Departments<br />

Technology Appraisal Centers<br />

- 1 T/A Institutes<br />

- 10 Regional T/A Headquarters<br />

- 42 T/A Centers<br />

<br />

<br />

Human Resources<br />

Headquarters<br />

- 6 Executives<br />

- 210 Staffs<br />

1,069 Staff <strong>in</strong> total<br />

- <strong>in</strong>clud<strong>in</strong>g 553 T/A specialized<br />

Staffs (129 PhDs)<br />

Hybrid<br />

Human Resources<br />

Credit Guarantee Volume<br />

T/A Performance<br />

[unit*: bn€]<br />

[unit: cases]<br />

2011 Sep. 2012<br />

2011 Sep. 2012<br />

Guarantee balance 10.8 11.4<br />

New Guarantee<br />

Provision<br />

2.6 2.6<br />

* 1€ = 1,600 KRW<br />

Number of<br />

technology<br />

appraisals<br />

40,702 35,382<br />

7


8<br />

2 General Outlook of KTRS


KTRS is...<br />

Decision Process Tool that screens promis<strong>in</strong>g<br />

Technology<br />

Not Just look at Technology Level itself but<br />

focus<strong>in</strong>g on Bus<strong>in</strong>ess Feasibility of technology<br />

…. If a technology has no practical value, there is no<br />

po<strong>in</strong>t <strong>in</strong> provid<strong>in</strong>g Government Support<br />

Comb<strong>in</strong>ation of the technology-oriented appraisal<br />

factors and the real <strong>in</strong>solvency(default) risks of a<br />

firm<br />

9


What makes KTRS Unique...<br />

Focuses on technology based bus<strong>in</strong>ess prospects ,<br />

without analyz<strong>in</strong>g f<strong>in</strong>ancial status of company<br />

Heavily dependant on a statistical & mathematical<br />

approach<br />

Sav<strong>in</strong>g Cost and Time<br />

- Speedy assessment with a limited number of Assessors<br />

M<strong>in</strong>imiz<strong>in</strong>g Assessor Subjectivity<br />

10


Customized Indicators<br />

Structure of KTRS<br />

Classification 1<br />

(INDEX)<br />

Classification 2 Classification 3<br />

(Indicator)<br />

Owner’s<br />

Technology<br />

Capability<br />

Module<br />

Technology Experience<br />

Management Capability<br />

Management & Team Work<br />

Technology Development &<br />

Implementation Capability<br />

4 <strong>in</strong>dicators<br />

2 <strong>in</strong>dicators<br />

3 <strong>in</strong>dicators<br />

2 <strong>in</strong>dicators<br />

General<br />

Bio<br />

Technology<br />

Module<br />

Market<br />

Module<br />

Investment <strong>in</strong> Technology & R&D<br />

Technological Innovation<br />

Technological Completeness &<br />

Expandability<br />

Competitive Status<br />

Product Competitiveness<br />

3 <strong>in</strong>dicators<br />

3 <strong>in</strong>dicators<br />

3 <strong>in</strong>dicators<br />

4 <strong>in</strong>dicators<br />

3 <strong>in</strong>dicators<br />

Applied<br />

To<br />

7 Sectors<br />

Environmental<br />

S/W<br />

Medical<br />

Commercializa<br />

-tion &<br />

Profitability<br />

Module<br />

Productibility of Technology and<br />

Production Capability<br />

Operational Capability<br />

Profit Forecast<br />

2 <strong>in</strong>dicators<br />

2 <strong>in</strong>dicators<br />

3 <strong>in</strong>dicators<br />

Design<br />

Scores or rat<strong>in</strong>g<br />

Risk level<br />

Tech. biz<br />

level<br />

Tech. biz appraisal<br />

rat<strong>in</strong>g<br />

( R7 ) ( V8 ) ( BBB )<br />

Fusion<br />

11


The Usage of KTRS ...<br />

Provid<strong>in</strong>g Credit Guarantee<br />

KOTEC<br />

Consult<strong>in</strong>g<br />

-provid<strong>in</strong>g feedback to <strong>SMEs</strong><br />

Credit loan<br />

Banks<br />

Support on<br />

Policy fund<br />

Government<br />

KTRS<br />

M&A<br />

Companies<br />

&<br />

VCs<br />

Investment<br />

Venture Capital<br />

Technology transfer<br />

Research Centers


13<br />

3 Closer Look of KTRS


Structure of KTRS (1)<br />

In Technology Level, the weights of technology <strong>in</strong>novation and bus<strong>in</strong>ess<br />

possibility are measured through AHP Analysis<br />

In Risk Level, Risk of Technology is computed from the correlation<br />

between the factors and historical default data through Logistic<br />

Regression<br />

The f<strong>in</strong>al KTRS rat<strong>in</strong>g is the comb<strong>in</strong>ation of Technology Level and Risk<br />

Level through Matrix Structure<br />

KTRS<br />

Management Capacity<br />

Technological &<br />

Commercial Viability<br />

Success Probability<br />

(V1 - V10)<br />

Technology<br />

Marketability<br />

Commercialization<br />

Technology Level<br />

Technology<br />

Rat<strong>in</strong>g<br />

Grade<br />

Economic<br />

conditions/<br />

Corporate<br />

environment<br />

factors<br />

Risks <strong>in</strong> Technology<br />

Feasibility<br />

Environmental Risk<br />

Risk Level<br />

Matrix<br />

Grade : AAA – D<br />

Default Risk<br />

(R1 - R10)


Structure of Technology Level<br />

In Technology Level, the weights of technology <strong>in</strong>novation and<br />

bus<strong>in</strong>ess possibility are measured through AHP Analysis<br />

In Risk Level, Risk of Technology is computed from the correlation<br />

between the factors and historical default data through Logistic<br />

Regression<br />

The f<strong>in</strong>al KTRS rat<strong>in</strong>g is the comb<strong>in</strong>ation of Technology Level and Risk<br />

Level through Matrix Structure<br />

KTRS<br />

Management Capacity<br />

Technological &<br />

Commercial Viability<br />

Success Probability<br />

(V1 - V10)<br />

Technology<br />

Marketability<br />

Commercialization<br />

Economic<br />

conditions/<br />

Corporate<br />

environment<br />

factors<br />

Risks <strong>in</strong> Technology<br />

Feasibility<br />

Environmental Risk<br />

Technology Level<br />

Risk Level<br />

Matrix<br />

Technology<br />

Rat<strong>in</strong>g<br />

Grade<br />

Grade : AAA – D<br />

Default Risk<br />

(R1 - R10)


Structure of Risk Level<br />

In Technology Level, the weights of technology <strong>in</strong>novation and bus<strong>in</strong>ess<br />

possibility are measured through AHP Analysis<br />

In Risk Level, Risk of Technology is computed from the correlation<br />

between the factors and historical default data through Logistic<br />

Regression<br />

The f<strong>in</strong>al KTRS rat<strong>in</strong>g is the comb<strong>in</strong>ation of Technology Level and Risk<br />

Level through Matrix Structure<br />

KTRS<br />

Management Capacity<br />

Technological &<br />

Commercial Viability<br />

Success Probability<br />

(V1 - V10)<br />

Technology<br />

Marketability<br />

Commercialization<br />

Technology Level<br />

Technology<br />

Rat<strong>in</strong>g<br />

Grade<br />

Economic<br />

conditions/<br />

Corporate<br />

environment<br />

factors<br />

Risks <strong>in</strong> Technology<br />

Feasibility<br />

Environmental Risk<br />

Risk Level<br />

Matrix<br />

Grade : AAA – D<br />

Default Risk Probality<br />

(R1 - R10)


Process of KTRS Rat<strong>in</strong>g -Matrix<br />

The f<strong>in</strong>al KTRS rat<strong>in</strong>g is the comb<strong>in</strong>ation of Technology Level and<br />

Risk Level through Matrix Structure<br />

Tech.Level<br />

Risk Level<br />

V1 V2 V3 V4 V5 V6 V7 V8 V9 V10<br />

R1<br />

R2<br />

R3<br />

R4<br />

R5<br />

R6<br />

R7<br />

R8<br />

AAA<br />

AA<br />

A<br />

BBB<br />

BB<br />

B<br />

CCC<br />

R9 CC C<br />

R10<br />

CC<br />

D<br />

Matrix Comb<strong>in</strong>ation of Tech. Level and Risk Level<br />

17<br />

17


How to Measure Technology Level?<br />

Indices came from...<br />

• Academic papers<br />

• Assessors’ experience<br />

• Experts‘ op<strong>in</strong>ion<br />

F<strong>in</strong>d<strong>in</strong>g Key<br />

Success/Risk<br />

Factors<br />

Select<strong>in</strong>g & Structur<strong>in</strong>g<br />

Input Variables<br />

34 factors Data<br />

f(y) = ß 1·(X 1<br />

)+ß 12·(X 12<br />

)+ ß 13·(X 1<br />

)+….+ ß 34·(X 34<br />

)<br />

Scor<strong>in</strong>g<br />

Model<br />

Technology<br />

Level<br />

(V1 - V10)<br />

Scor<strong>in</strong>g Model from AHP * analysis<br />

• Us<strong>in</strong>g expert-advised questionnaires, give weighted value to questions<br />

• Give different weighted scores by <strong>in</strong>dustries<br />

• Rate bus<strong>in</strong>ess success prospects of the technology <strong>in</strong> terms of its<br />

technological ability and bus<strong>in</strong>ess prospects<br />

*AHP(Analytic Hierarchy Process)


How to Measure Risk Level?<br />

f(y) = ß 1·(X 1<br />

)+ß 12·(X 12<br />

)+ ß 13·(X 1<br />

)+….+ ß 34·(X 34<br />

) + ß e1·(X e1 )+….<br />

Input Variables<br />

34 rat<strong>in</strong>g factors data<br />

Logit Model<br />

Economic environment variables<br />

Corporate environment variables<br />

Economic environmental<br />

factors ( 7)<br />

• SME Production Index<br />

• Bus<strong>in</strong>ess Survey Index(BSI)<br />

price <strong>in</strong>dex<br />

• Foreign exchange rate<br />

• Interest Rate, etc.<br />

Corporate<br />

environment factors<br />

(5)<br />

Risk Level<br />

(R1 -R10)<br />

• Certified Venture firms<br />

• ROI<br />

• Certified InnoBiz firms<br />

• Firms subject to<br />

external audit<br />

Risk Level from Logistic Regression analysis<br />

(used Factor Analysis & Pr<strong>in</strong>cipal Component Analysis, Logit Regression)<br />

• Analyzed 22,445 data (Tech. Appraisal Guarantee data) collected from ’99<br />

us<strong>in</strong>g statistical techniques<br />

• Unlike general credit rat<strong>in</strong>g models based on f<strong>in</strong>ancial variables,<br />

this Logit model is designed to measure technology-related risks


20<br />

4 How to m<strong>in</strong>imize Assessor Subjectivity


M<strong>in</strong>imiz<strong>in</strong>g Assessor Subjectivity(1)<br />

Detailed Guidel<strong>in</strong>es of Indicators<br />

(Quantitative, Check-list Methods)<br />

- 19 <strong>in</strong>dicators <strong>in</strong>clud<strong>in</strong>g quantitatives and check-lists out of 34 <strong>in</strong>dicators<br />

Quantitative Indicators (SAMPLE)<br />

Classification 1 (INDEX)<br />

Classification 2<br />

: Technology Module<br />

: Technology Development & Implementation Capability<br />

Classification 3 (Indicator) : Technology (Design) Personnel<br />

Evaluation Target: Company<br />

After exam<strong>in</strong><strong>in</strong>g the technology development personnel (apply<strong>in</strong>g technology qualification and educational<br />

quotient) as of the appraisal date, 5 po<strong>in</strong>ts for special technicians, 4 po<strong>in</strong>ts for advanced technicians, 3 po<strong>in</strong>ts<br />

for <strong>in</strong>termediate technicians, 2 po<strong>in</strong>ts for beg<strong>in</strong>ners and 1 po<strong>in</strong>t for other technicians are given for the<br />

appraisal.<br />

※ Po<strong>in</strong>t calculation formula : 5 po<strong>in</strong>ts x (“acquired po<strong>in</strong>ts”/ “highest standard po<strong>in</strong>ts by <strong>in</strong>dustry”)<br />

In the event that the acquired po<strong>in</strong>ts exceed the highest standard po<strong>in</strong>ts, the highest standard po<strong>in</strong>ts are<br />

applied.<br />

General/Bio<br />

/Envi. Etc.<br />

S/W<br />

Grade A Grade B Grade C Grade D Grade E<br />

20 po<strong>in</strong>ts or<br />

more<br />

25 po<strong>in</strong>ts or<br />

more<br />

15 po<strong>in</strong>ts or<br />

more<br />

19 po<strong>in</strong>ts or<br />

more<br />

10 po<strong>in</strong>ts or<br />

more<br />

13 po<strong>in</strong>ts or<br />

more<br />

5 po<strong>in</strong>ts or<br />

more<br />

6 po<strong>in</strong>ts or<br />

more<br />

Below 5 po<strong>in</strong>ts<br />

Below 6 po<strong>in</strong>ts


M<strong>in</strong>imiz<strong>in</strong>g Assessor Subjectivity(2)<br />

Feed-back System<br />

- the system provide the relative position of evaluator<br />

by provid<strong>in</strong>g the Mode(average) and standard deviation of others<br />

- Monitor<strong>in</strong>g the “Tendency” and “Consistency” of an evaluator<br />

Consistency<br />

Tendency(Rigorous)<br />

4 3 4<br />

2σ<br />

2σ<br />

2σ<br />

2<br />

1<br />

2σ<br />

4 3<br />

4<br />

Tendency (Generous)<br />

1<br />

2<br />

3<br />

4<br />

•Too Generous<br />

•Too Rigorous<br />

•Lack of Consistency<br />

•Too Extreme tendency & Lack of<br />

Consistency


M<strong>in</strong>imiz<strong>in</strong>g<br />

3. M<strong>in</strong>imiz<strong>in</strong>g<br />

Assessor<br />

Assessor<br />

Subjectivity(3)<br />

Subjectivity<br />

Overview<br />

▣Technology is rapidly chang<strong>in</strong>g and needs specific knowledge<br />

★ Hard to get <strong>in</strong>formation on Technology and Market<br />

▣ Research and compile <strong>in</strong>formation from <strong>in</strong>-house PhDs and<br />

thesis, and academic journals<br />

▣ Serve the <strong>in</strong>formation through the <strong>in</strong>tranet<br />

Academic Journal<br />

TIA(technology Information Architecture)<br />

Thesis<br />

718 Information on Tech<br />

Tech Rat<strong>in</strong>g Reports<br />

Evaluator’s Research<br />

1,161 Information on Market<br />

Classified <strong>in</strong>to 9 Different Sectors<br />

Mach<strong>in</strong>ery, Mechanical Eng<strong>in</strong>eer<strong>in</strong>g, Green Tech.<br />

Electronics, ICT, Bio, New Material, Chemicals


Shows High Correlation between KTRS grade<br />

And Default <strong>in</strong> a real case<br />

Validity of KTRS<br />

Loan Default vs. Rat<strong>in</strong>g<br />

25,00%<br />

20,00%<br />

21,70%<br />

15,00%<br />

10,00%<br />

5,00%<br />

0,00%<br />

6,40%<br />

9,40%<br />

12,20%<br />

4,00%<br />

0,00% 1,60%<br />

AAA AA A BBB BB B CCC<br />

Rat<strong>in</strong>g<br />

4.7 % on Avg.<br />

Well managed Under KOTEC’s Target (5-6%)


25<br />

5 Other Issue


Transferability<br />

Practical Challenges<br />

Possible Solutions<br />

Lack of statistical data<br />

Lack of staff (assessors)<br />

Cultural differences<br />

Weights of <strong>in</strong>dicators<br />

Patent<br />

Survey<strong>in</strong>g real default<br />

cases<br />

Us<strong>in</strong>g the external Pool<br />

Most <strong>in</strong>dicators are not<br />

different from TechRate ®<br />

You can change via AHP<br />

KOTEC will be open to<br />

collaboration


leopark91@gmail.com<br />

Thank you!<br />

Merci!<br />

Dan wel!<br />

Danke Schön!<br />

Tack så mycket!<br />

Dziekuje!<br />

Hvala!<br />

Kiitos!


Academic Background Beh<strong>in</strong>d of KTRS Appendix 1<br />

AHP(Analytic Hierarchy Process) Analysis<br />

• A frame work used for Multi-criteria decision mak<strong>in</strong>g<br />

• Methods of weight calculation us<strong>in</strong>g matrix equation<br />

• Derives ratio scales from paired comparisons of criteria.<br />

• Used for deriv<strong>in</strong>g weights of technology appraisal <strong>in</strong>dicators<br />

Logistic Regression Model<br />

• A technique of regression analysis used to determ<strong>in</strong>e which variable is significant by<br />

us<strong>in</strong>g formula that classifies a group after express<strong>in</strong>g correlation between the<br />

<strong>in</strong>dependent success factors(key <strong>in</strong>dicators) and the subord<strong>in</strong>ate variables(default)<br />

• ex) Does a student good at math go to Ivy League?<br />

• Is the level of the number of patents related with the default ratio?<br />

• KOTEC tracked down the correlation every 34 factors and defaults<br />

from the historical data (22,445 cases for five years)<br />

28


PATENTS of KTRS<br />

Appendix 2<br />

Overview<br />

KTRS and Feedback System are Patented<br />

29


KTRS vs. Credit Rat<strong>in</strong>g System Appendix 3<br />

KTRS<br />

• Output of Matrix of Technology<br />

Level and Risk Level(Insolvency)<br />

• Focus on Company’s<br />

future potential<br />

• Non-F<strong>in</strong>ancial Measure is<br />

dom<strong>in</strong>ant<br />

ex) Technology Excellence<br />

Bus<strong>in</strong>ess Feasibility<br />

Credit Rat<strong>in</strong>g System<br />

• Forecast Corporation’s<br />

Insolvency<br />

• Focus on Company’s<br />

past history<br />

ex) F<strong>in</strong>ancial Records<br />

Owner’s Credit Level<br />

• F<strong>in</strong>ancial Model is dom<strong>in</strong>ant<br />

30


KTRS Vs. TechRate r<br />

They have a lot <strong>in</strong> common…<br />

Appendix 4<br />

Modules<br />

Importance<br />

KTRS<br />

Four Modules (34 key factors)<br />

- Management Capacity<br />

- Technology<br />

- Marketability<br />

- Bus<strong>in</strong>ess Feasibility<br />

Capacity of Entrepreneurs<br />

TechRate r<br />

Four Modules (24 key factors)<br />

- Market<strong>in</strong>g<br />

- Technologie<br />

- Management<br />

- F<strong>in</strong>ance<br />

Capacity of Entrepreneurs<br />

Method<br />

AHP(Analytic Hierarchy Process)<br />

Logistic Regression<br />

AHP(Analytic Hierarchy Process)<br />

31


KTRS Vs. TechRate r Appendix 5<br />

But There are Still a few differences<br />

Focus<br />

KTRS<br />

Bus<strong>in</strong>ess Risk<br />

- Relationship of Factors and Risk<br />

Key Success Factors of Technology<br />

De-emphasis on F<strong>in</strong>ancial Data<br />

- One F<strong>in</strong>ancial Ratio(R&D Invest. Ratio)<br />

TechRate r<br />

Key Success Factors of Technology<br />

Us<strong>in</strong>g F<strong>in</strong>ancial Data<br />

- F<strong>in</strong>ancial History<br />

- Fund<strong>in</strong>g Capacity<br />

Objectivity<br />

Uses<br />

Focuses on Consistency of Evaluation<br />

Screen<strong>in</strong>g the beneficiaries of F<strong>in</strong>ancial<br />

Support (<strong>in</strong>clud<strong>in</strong>g Credit Guarantee)<br />

Certificate, Competition<br />

Valu<strong>in</strong>g R&D Projects<br />

Grants Autonomy of Investigators<br />

Start-up Competition<br />

Limited Use for F<strong>in</strong>ancial Support<br />

32


Development of KTRS<br />

National Authorization of Technology<br />

Appraisal Rat<strong>in</strong>gs with KTRS<br />

Appendix 5<br />

Phase I Phase II Phase III<br />

Up to 2006<br />

Groundwork for T.A.<br />

Rat<strong>in</strong>g and Certification<br />

2007∼ 2009<br />

Disclosure of KTRS<br />

Results<br />

After 2010<br />

Authorization of KTRS-<br />

Based Rat<strong>in</strong>gs<br />

Rat<strong>in</strong>g Certificate enables<br />

Bank Loans with no<br />

Guarantee<br />

Default rate by T.A.<br />

Rat<strong>in</strong>gs are disclosed<br />

T.A Rat<strong>in</strong>gs Replaces<br />

Conventional Credit<br />

Rat<strong>in</strong>gs<br />

- 430 Certificates<br />

222 loans amount<strong>in</strong>g<br />

13.2 million USD<br />

- Opened to Public s<strong>in</strong>ce<br />

March, 2007<br />

- F<strong>in</strong>e Tun<strong>in</strong>g of KTRS<br />

- Methodology to up to date<br />

33

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