Hancock Timberland Investor First Quarter 2012

Size: px
Start display at page:

Download "Hancock Timberland Investor First Quarter 2012"

Transcription

1 Hancock Timberland Investor First Quarter 2012 Timberland Portfolio Allocation and the Mean- Conditional Value at Risk Mixed asset portfolio optimization using mean-conditional value at risk as opposed to the traditional mean-variance approach continues to result in favorable portfolio allocations to timberland. The mean-variance portfolio optimization methodology introduced by Harry Markowitz (1952) has been extensively used by investment managers to assess performance of diverse asset classes. We have utilized efficient frontiers and riskreturn plots to compare timberland performance to other assets for over 20 years. However, the theory of optimal asset allocation has advanced considerably and new methods have been developed to address some of the deficiencies of the mean-variance approach. In this issue of the Hancock Timberland Investor, we employ the conditional value at risk, a relatively recent risk measure, to calculate optimal timberland allocations within institutional portfolios and contrast the results to allocations obtained with the traditional mean-variance approach. Prior analysis, using the mean-variance methodology, suggest that institutional investors should include timberland in their portfolios, both to improve returns and to capture the diversification benefits that timberland investments provide. These conclusions rest on the implicit assumption of the mean-variance methodology that asset returns are normally distributed and, therefore, the asset covariance matrix adequately captures asset risk characteristics. However, not all asset returns are well described by the normal distribution. Chart 1 contains the p-values of normality tests for several asset classes. In two of the tests, timberland in the U.S. Pacific Northwest (TL PNW) and U.S. commercial real estate (U.S. Real Estate), the p-values are practically zero, indicating that the null hypothesis of normally distributed returns can be safely rejected. A further shortcoming of the meanvarience theory and the use of the covariance matrix as a realistic risk measure is covariance matrix symmetry. This means a large positive return is valued equally as heavily as an extreme negative return an approach unlikely to be embraced by many investors. Chart 1: Jarque-Bera Test p-values Non-U.S. Equities TL South Small Cap Equities Long-Term Gov't Bonds U.S. Farmland U.S. T Bills S&P 500 TL PNW U.S. Real Estate Sources: Ibbotson, HTRG Research An alternative risk measure that does not suffer from the shortcomings of the meanvariance approach is provided by the conditional value at risk (CVaR). CVaR (Embrechts et al., 1997), sometimes called expected shortfall or Chart 2: VaR and CVaR Illustration of a Hypothetical Asset Return Distribution α = the probability of loss Note: If α = 0.1, there is a 10 percent chance that investors will suffer a loss of VaR or worse. The expected loss, given that any loss at all has occurred, is then about nine percent. (Continued on page 2) Hancock Timber Resource Group First Quarter 2012

2 Timberland Portfolio Allocation and the Mean-Conditional Value at Risk (Continued from page 1) expected tail loss, is an asymmetrical measure of risk that was originally introduced to address the shortcomings of the value at risk (VaR), a risk measure used by financial institutions to calculate required capital reserves. An intuitive illustration of both down-side risk measures, VaR and CVaR, is provided in Chart 2 on page 1. Chart 2 displays a hypothetical asset return distribution with α, the probability of suffering losses, shaded in green. VaR then represents the α quantile of the return distribution, while CVaR represents the conditional expected loss given that a loss has occurred. In other words, VaR answers the question; how bad can things get? ; where as CVaR answers the question; if things get bad, how much is the portfolio expected to lose? (Hull 2009) To assess how timberland allocations perform under CVaR, we constructed a hypothetical portfolio from the asset classes listed in Chart 1 on page 1. We constrained the allocation of assets within the portfolio to mimic industry trends (See Cover Notes, page 6) We solved the resultant portfolio optimization problem for several values of target returns to obtain the corresponding optimal asset allocations. The results are displayed in Chart 3. Chart 4 shows results for the corresponding meanvariance capital allocation problem. the use of mean-cvar leads to a larger allocation of U.S. government bonds and a much lower allocation of U.S. commercial real estate. The differences in the solutions can, in part, be attributed to the shapes of the distributions of asset returns. Recall that U.S. commercial real estate and U.S. Pacific Northwest timberland returns failed the normality test. Chart 5 and Chart 6 on page 6 contain the histograms and empirical densities of the two return series and provides visual clues into the normality test results. The returns to real estate have clearly been negatively skewed; hence the asymmetrical mean- CVaR produces lower allocations to this asset class. Weight Chart 3: Mean-CVaR Portfolio Allocations Target Return (percent) The returns to timberland in the Pacific Northwest have been positively skewed and allocations to the asset class are at the maximum permitted level under both risk measures. Historically we have relied on the meanvariance methodology to test the inclusion of timberland in institutional investors portfolios. Portfolio optimization using the mean- CVaR methodology confirms our earlier conclusions: Timberland has performed well and provides strong diversification benefits in a mixed asset portfolio. TL PNW TL South U.S. T Bills S&P 500 Small Cap Equities U.S. Real Estate Non-U.S. Equities U.S. Bonds U.S. Farmland Each bar in Chart 3 and 4 indicates the portfolio composition for a given target return value along the bottom horizontal axes. Although the differences in the solutions are not drastic, several characteristics do stand out. Namely, when using CVaR, the optimum portfolio allocated the maximum allowable amount of capital to timberland in the U.S. South and Pacific Northwest. This was not the case when using VaR. For both risk measures, the allocations to U.S. and non-u.s. equities are at the lowest possible levels given the constraints. Relative to allocations obtained in the mean-variance problem, Weight Chart 4: Mean-Variance Portfolio Allocations Target Return (percent) TL PNW TL South U.S. T Bills S&P 500 Small Cap Equities U.S. Real Estate Non-US Equities U.S. Bonds U.S. Farmland Hancock Timber Resource Group First Quarter

3 Quarterly Average Regional Composite Prices for Softwood Sawtimber Stumpage (U.S. $ per MBF) $900 $800 $700 $300 U.S. Pacific Northwest Export U.S. Pacific Northwest Domestic New Zealand Export U.S. South U.S. Northeast Figure 1. Softwood Sawtimber Stumpage Prices Prices for softwood sawtimber in the U.S. were mixed first quarter. Log oversupply at ports destined for China met with slower demand in China, causing a drop in softwood log export prices in the Pacific Northwest and New Zealand. In the U.S. South, first quarter s regular seasonal bump in prices was realized, with sawtimber prices rising $5 per ton. Yet, prices for sawtimber in the U.S. South continue to be well below historical levels. $100 Sources: Log Lines, Timber Mart-South, New Zealand Ministry of Forestry and HTRG Analysis Quarterly Average Prices for U.S. South Lumber and Sawlogs ($ per MBF lumber scale) $300 Southern Pine (Westside), Kiln Dried, 2x4, #2, Random Southern Pine Sawtimber Logs Southern Pine Chip-N-Saw Logs Figure 2. Lumber and Sawlog Prices in the U.S. South First quarter prices for Random Length s 2x4 Westside southern pine rose 8 percent over fourth quarter prices a welcome first quarter ritual to manufactures southwide. Delivered log prices in the South have yet to see much pass through in price increases. $100 Sources: Random Lengths and Timber Mart-South Quarterly Average Prices for U.S. Pacific Northwest $300 $100 Douglas Fir, Green 2x4 Lumber Douglas-fir Sawlog Hem-Fir (Coast), Kiln Dried, 2x4 Lumber Whitewood Sawlog Figure 3. Lumber and Sawlog Prices in the U.S. Pacific Northwest Export markets drove log and lumber pricing in the Pacific Northwest again first quarter. After a near-term record setting 2011, first quarter showed a continued slowdown, slipping 7 percent from the first three months of Beginning in the fourth quarter last year, Chinese demand slowed as inventories in that country filled. Although Douglas-fir remains the most common species exported from the Pacific Northwest to all destinations, hemlock volumes have risen with China the main destination. Sources: Random Lengths and Log Lines Hancock Timber Resource Group First Quarter

4 Quarterly Average Regional Composite Prices Softwood Pulpwood Stumpage ($ per ton) $50 $40 $30 $20 $10 U.S. Pacific Northwest U.S. Northeast U.S. South Figure 4. Softwood Pulpwood Stumpage Prices Pulp prices were flat first quarter after a consecutive quarterly rise in the Pacific Northwest and a consecutive quarterly fall in the U.S. South. Production of paper board in the South during the first two months of the year was up and dryer than normal weather across most of the South made timber supply plentiful. -$10 Sources: Log Lines, Timber Mart-South and HTRG analysis -$20 Quarterly Average Prices for Market Pulp ($ per metric ton) and U.S. Pulp Logs ($ per 10 tons) $1,200 $1,000 $800 NBSK Southern Pine Pulplogs Douglas Fir Pulp Figure 5. Market Pulp and U.S. Pulp Log Prices Weaker market pulp pricing was experienced globally in the first quarter as Chinese demand slowed to reduce inventories while the economies in Europe suffered and buying softened. First quarter NBSK averaged $870/t, down from recent highs of $1,023/t in the second quarter of Sources: Hawkins Wright, Log Lines and Timber Mart-South Quarterly U.S. Timberland Values ($ per acre) $3,500 $3,000 $2,500 $2,000 $1,500 U.S. Pacific Northwest U.S. South Figure 6. U.S. Timberland Values in Private Property Markets Timber land values reported by NCREIF were flat to slightly up first quarter. In the U.S. South, timberland values at $1,477 per acre are slightly higher than yearend values and a reversal of the downward trend in timberland values reported by NCREIF since the first quarter $1,000 Source: NCREIF Q1 Q1 Q1 Hancock Timber Resource Group First Quarter

5 Quarterly EBITDDA Multiples for Privately Traded Timberland (trailing 4-quarter EBITDDA) Pacific Northwest Southeast 10 Sources: NCREIF and HTRG Research Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Q1 Figure 7. U.S. Timberland Valuation Multiples in Private Property Markets Timberland valuation multiples or price-to-earnings ratios reduced the spread between U.S. Southeast and Pacific Northwest in the first quarter of Notably, income in the Southeast increased significantly during the first quarter of the year driving the regional valuation multiple downward. The Pacific Northwest saw a small decline in income during the same period, while land values remained flat in both regions. Monthly Securitized Timberland Share Value (Indexed to 100 at start date) Rayonier Plum Creek 400 Deltic Timberwest Potlatch Crown Pacific 360 The Timber Company Index Figure 8. Hancock Securitized Timberland Index The Hancock Securitized Timberland Index increased by 2.5 percent during the first quarter of Deltic was the main driver behind the increase as its value rose by 10 percent. Rayonier increased by one percent over the first quarter. Potlatch lost two percent of market value during the first quarter. Plum Creek fared the worst in the first quarter and lost five percent of its value. Quarterly U.S. South Timberland Values ($ per acre) $1,800 $1,600 $1,400 $1,200 $1,000 $800 Private Timberland Public Timberland Figure 9. U.S. South Timberland Values in Public Equity and Private Property Markets The gap between values of private and public timberland values continued to narrow in the first quarter of Privately held timberland, as measured by the NCREIF Timberland Index remained essentially flat during the quarter, while public timberland increased by eight percent from the start of the year. Sources: NCREIF and HTRG Research Hancock Timber Resource Group First Quarter

6 Timberland Portfolio Allocation and the Mean-Conditional Value at Risk (Continued from page 2) Chart 5: U.S. Pacific Northwest Timberland Returns Chart 6: U.S. Commercial Real Estate Returns Cover Notes: The relevant asset allocation constraints used in this optimization are: Farmland 0.05, Real Estate 0.1, U.S. South Timberland 0.05, U.S. West Timberland 0.05, U.S. Bonds 0.1, Non-U.S. stocks 0.05, S&P These limits on asset classes were established from investment manager surveys published by Pensions and Investments. By design, the portfolio constraints are strictly descriptive, meant to reflect observed allocation trends, rather than prescriptive. Citations: Binkley, C. S., Washburn, C. L., and Aronow, M. E. (2002), Timberland as a Portfolio Diversifier, HTRG Research Note. Crain Communications. Pensions & Investments, Chicago, Ill. Embrechts P., Kluppelberg C. and Mikosch T. (1997). Modelling Extremal Events for Insurance and Finance. Springer Hull, J Options, Futures, and Other Derivatives. Pearson/Prentice Hall, 822p. Markowitz, H.M. (1952). Portfolio Selection, The Journal of Finance 7 (1): R Development Core Team (2011). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. URL Rockafellar R.T. and S. Uryasev (2000). Optimization of Conditional Value-at-Risk. The Journal of Risk. 2 (3): Wuertz, D., Y. Chalabi, W. Chen and A. Ellis (2010). Portfolio Optimization with R/Rmetrics. Research Team Courtland L. Washburn, Ph.D. Managing Director and Chief Investment Officer cwashburn@hnrg.com Brent Keefer Director Economic Research and Resource Planning bkeefer@hnrg.com Mary Ellen Aronow Senior Forest Economist maronow@hnrg.com Stanislav Petrasek, Ph.D. Forest Economist spetrasek@hnrg.com Hancock Timber Resource Group is a division of Hancock Natural Resource Group, Inc., a registered investment advisor and wholly owned subsidiary of Manulife Financial Corporation. NOTES: Figure 1. The composite price for southern sawtimber is based on quarterly average Timber Mart-South published prices for pine sawtimber and chip-nsaw stumpage. Pacific Northwest prices are derived from quarterly average Log Lines published prices for whitewoods and Douglas-fir with internal analysis of logging costs for stumpage calculations. New Zealand export prices are based on New Zealand Ministry of Forestry quarterly average published prices for radiata unpruned A, J, and K sort export logs with internal analysis of logging costs for stumpage calculations. Northeast sawtimber prices are calculated from internal analysis. Figure 2. Quarterly southern pine (Westside), kiln dried, 2x4 #2 lumber price published by Random Lengths. Timber Mart-South published southern pine sawlog and chip-n-saw log prices converted to lumber scale using RISI historical lumber recovery rates as published in their North American Lumber Forecast. Figure 3. Quarterly Douglas-fir, green 2x4 lumber (Portland rate) and Hem- Fir (coast), kiln dried, 2x4 lumber prices published by Random Lengths. Douglas-fir and whitewood sawlog prices derived from Log Lines published prices for #2 and #3 sawlogs in various regions in the Pacific Northwest converted to lumber scale using RISI historical lumber recovery rates as published in their North American Lumber Forecast. Figure 4. Pulpwood composite prices are derived from quarterly average Timber Mart-South published prices for southern pine pulpwood stumpage, Log Lines published whitewood and Douglas-fir pulp logs with internal analysis of logging costs for the Pacific Northwest, and HTRG analysis of spruce/fir pulpwood in the Northeast. Figure 5. Quarterly NBSK pulp prices reported from Hawkins Wright. Southern pine pulp log prices published by Timber Mart-South. Pacific Northwest Douglas-fir pulp log prices published by Log Lines. Pulp log prices expressed in multiples of 10 to accommodate market pulp pricing scale. Figure 6. Regional NCREIF timberland market value per acre is derived by dividing the total regional market value at quarter end by the number of acres reported in that region. Figure 7. EBITDDA multiples are calculated using NCREIF timberland value per acre at quarter end divided by trailing four-quarter average NCREIF net income per acre. Figure 8. The Hancock Securitized Timberland Index (HSTI) uses a baseweighted aggregate methodology (similar to that used to construct the S&P 500) to calculate a market capitalization-weighted value for seven publicly traded timber-intensive forest products companies. Base weights were adjusted for the emergence of new companies or at the beginning of each year. Dividends are not reinvested. The companies included in the HSTI have no investment relationship with Hancock Timber Resource Group. Figure 9. Public equity values are derived from our Timberland Enterprise Value per Southern Equivalent Acre (TEV/SEA) calculation for seven timber-intensive publicly traded companies as compared to southern timberland values per acre calculated from the NCREIF database. TEV is a quarterly estimate based on total enterprise value (total market equity + book value debt) less estimated value of processing facilities, other nontimber assets and non-enterprise working capital. SEA uses regional NCREIF $/acre values to translate a company s timberland holdings in various regions to the area of southern timberland that would have an equivalent market value. Rayonier has been added to the index as of Q when they changed their status to a REIT. Potlatch recently changed its status to a REIT in Q Weyerhauser was added to the Index at Q after obtaining REIT status. Hancock Natural Resource Group, Inc. References to expected investment performance in this newsletter are based on historical information and are based on managements projections. Potential for profit as well as for loss exists. Hancock Timber Resource Group First Quarter

Have Financial Investors Overbid Timberland Markets?

Have Financial Investors Overbid Timberland Markets? Hancock Hancock Timber Resource Group Timberland Investor Second Quarter 20 Have Financial Investors Overbid Timberland Markets? Investors are forever concerned about buying at the top of the market. They

More information

Hancock Timberland Investor First Quarter 2013

Hancock Timberland Investor First Quarter 2013 Hancock Timberland Investor First Quarter Pacific Northwest Log Markets and the Changing Role of Chinese Demand China s growing appetite for log and lumber imports has changed the dynamics of timber markets

More information

Analysis of Timberland Transactions Reveals Size Discount

Analysis of Timberland Transactions Reveals Size Discount Hancock Hancock Timber Resource Group Timberland Investor Third Quarter 19 Analysis of Timberland Transactions Reveals Size Discount Conventional wisdom has long held that there is an inverse relationship

More information

Hancock Timberland Investor Fourth Quarter 2016

Hancock Timberland Investor Fourth Quarter 2016 Hancock Timberland Investor Fourth Quarter 2016 2016 Timberland Investment Performance U.S. private timberland investments returned 2.59 percent in 2016, consisting almost entirely of income, as capital

More information

Hancock Timberland Investor First Quarter 2014

Hancock Timberland Investor First Quarter 2014 Hancock Timberland Investor First Quarter 214 Brazil Eucalyptus Pulpwood Markets Brazil s eucalyptus pulpwood markets are expected to confront headwinds, but longer term prospects remain strong. Brazil

More information

North American Timber Outlook

North American Timber Outlook North American Timber Outlook Conditions Required for a Widespread Revival North American Conference October 2017 Peter Barynin Principal Economist, Timber Copyright 2017 RISI, Inc. Proprietary Information

More information

Historical Returns. for Timberland

Historical Returns. for Timberland Historical Returns for Timberland Research Notes 2003 Historical Returns for Timberland This research note uses both the John Hancock Timber Index and the National Council of Real Estate Investment Fiduciaries

More information

POTLATCH CORPORATION JUNE 2012 POTLATCH CORPORATION

POTLATCH CORPORATION JUNE 2012 POTLATCH CORPORATION POTLATCH CORPORATION Michael J. Covey Chairman, President & Chief Executive Officer Eric J. Cremers Executive Vice President & Chief Financial Officer Forward-Looking Statements This presentation contains

More information

Summary Update. Contents

Summary Update. Contents Contents Summary Update Timber Prices Product Prices Timberland Markets International Update Economic News The FIA Quarterly Dashboard Summary Update Timber and Product Prices Demand for sawtimber in the

More information

September Investor Presentation. Jerry Richards Vice President & Chief Financial Officer. Investor Presentation

September Investor Presentation. Jerry Richards Vice President & Chief Financial Officer. Investor Presentation September 2017 Investor Presentation Jerry Richards Vice President & Chief Financial Officer Forward-Looking Statements & Non-GAAP Measures FORWARD-LOOKING STATEMENTS This presentation contains certain

More information

Southern Timber Trends 9 March 2012 Four State Forestry on The Grow Idabel, Oklahoma

Southern Timber Trends 9 March 2012 Four State Forestry on The Grow Idabel, Oklahoma Southern Timber Trends 9 March 2012 Four State Forestry on The Grow Idabel, Oklahoma Thomas G. Harris, Jr., Jacek Siry. Sara Baldwin, Jonathan Smith & Robert Simmons TimberMart-South 1 TimberMart-South

More information

Summary Update. Contents

Summary Update. Contents Contents Summary Update Timber Prices Product Prices Timberland Markets International Update Economic News The FIA Quarterly Dashboard Summary Update Timber and Product Prices While exports remain the

More information

Forward-Looking Statement Forward Looking Statements

Forward-Looking Statement Forward Looking Statements Potlatch Corporation Michael J. Covey Chairman & Chief Executive Officer Eric J. Cremers President, Chief Operating Officer & Chief Financial Officer June 2013 Forward-Looking Statement Forward Looking

More information

Summary Update. Contents

Summary Update. Contents Contents Summary Update Timber Prices Product Prices Timberland Markets International Update Economic News The FIA Quarterly Dashboard Summary Update Timber and Product Prices Lumber and panel prices continue

More information

Do Timber Prices Follow a Random Walk or are They Mean-Reverting? by Jack Lutz 1

Do Timber Prices Follow a Random Walk or are They Mean-Reverting? by Jack Lutz 1 Do Timber Prices Follow a Random Walk or are They Mean-Reverting? by Jack Lutz 1 Abstract 2 Timber price forecasts are important components of timberland investment analysis. Two techniques are widely

More information

How Competitive is the Southern Timber Industry? An Examination of Georgia s Pulp and Paper Sector

How Competitive is the Southern Timber Industry? An Examination of Georgia s Pulp and Paper Sector How Competitive is the Southern Timber Industry? An Examination of Georgia s Pulp and Paper Sector by Thomas G. Harris, Jr. 1 Jacek Siry 2 Sara Baldwin 3 1 Publisher, Timber Mart-South and Professor of

More information

Production, Prices, Employment, and Trade in Northwest Forest Industries, All Quarters 2010

Production, Prices, Employment, and Trade in Northwest Forest Industries, All Quarters 2010 OF AGRICU LT URE United States Department of Agriculture Forest Service Pacific Northwest Research Station Resource Bulletin PNW-RB-260 July 2011 Production, Prices, Employment, and Trade in Northwest

More information

Future Suppliers of Softwood Lumber to the US Market. Supply and Demand Outlook A Multi-Client Study by

Future Suppliers of Softwood Lumber to the US Market. Supply and Demand Outlook A Multi-Client Study by Future Suppliers of Softwood Lumber to the US Market Supply and Demand Outlook 2017-2030 A Multi-Client Study by ForestEdge LLC and Wood Resources Int. LLC March 2018 Future Suppliers of Softwood Lumber

More information

DRAFT Investor Presentation May 2016

DRAFT Investor Presentation May 2016 DRAFT Investor Presentation May 2016 Forward Looking Statements and Non-GAAP Financial Measures All financial references are expressed in C$ unless otherwise noted. This presentation contains forward looking

More information

ABSTRACT PREFACE AUTHOR

ABSTRACT PREFACE AUTHOR United States Department of Agriculture Forest Service Pacific Northwest Research Station Resource Bulletin PNW-RB-199 January 1994 Production, Prices, Employment, and Trade in Northwest Forest Industries,

More information

TEXAS TIMBER PRICE TRENDS

TEXAS TIMBER PRICE TRENDS TEXAS TIMBER PRICE TRENDS BIMONTHLY MARKET REPORT VOL. 22 NO. 1 January/February 2004 TEXAS TIMBER PRICE TRENDS WHAT IS THE PURPOSE OF THIS REPORT? Texas Timber Price Trends is a bi-monthly publication

More information

TEXAS TIMBER PRICE TRENDS

TEXAS TIMBER PRICE TRENDS TEXAS TIMBER PRICE TRENDS BIMONTHLY MARKET REPORT VOL. 23 NO. 4 July/August 2005 TEXAS TIMBER PRICE TRENDS WHAT IS THE PURPOSE OF THIS REPORT? Texas Timber Price Trends is a bi-monthly publication reporting

More information

United States Forest Inventory and Harvest Trends on Privately-Owned Timberlands

United States Forest Inventory and Harvest Trends on Privately-Owned Timberlands United States Forest Inventory and Harvest Trends on Privately-Owned Timberlands United States Forest Inventory and Harvest Trends on Privately-Owned Timberlands Prepared for: National Alliance of Forest

More information

Study 2: Competitive Position

Study 2: Competitive Position John Perez-Garcia, Hideki Kubota, Adam Lewis and Ivan Eastin Table of Contents Introduction...125 General Overview of Washington s Forest Sector...125 Washington s Competitiveness...127 Changes over the

More information

Global Forest Products Market Update - 4th Quarter 2015

Global Forest Products Market Update - 4th Quarter 2015 Wood Resource Global Forest Products Market Update - 4th Quarter 215 February 29, 216 Seattle, USA Dear reader, The log market in the Baltic Sea is one of the most active log markets in the world with

More information

PREFACE ABSTRACT AUTHOR

PREFACE ABSTRACT AUTHOR United States Department of Agriculture Forest Service Pacific Northwest Research Station Resource Bulletin PNW-RB-190 February 1992 Production, Prices, Employment, and Trade in Northwest Forest Industries,

More information

Corporate Structure, Mill Capacity, & Product Prices in Western Timber and Timberland Markets

Corporate Structure, Mill Capacity, & Product Prices in Western Timber and Timberland Markets VOL. 9, NO. 1 1 st Quarter 2007 Corporate Structure, Mill Capacity, & Product Prices in Western Timber and Timberland Markets The forest industry restructuring in the Pacific Northwest reported and analyzed

More information

ECONOMIC IMPACT OF SC S FOREST PRODUCTS EXPORT CLUSTER

ECONOMIC IMPACT OF SC S FOREST PRODUCTS EXPORT CLUSTER ECONOMIC IMPACT OF SC S FOREST PRODUCTS EXPORT CLUSTER 1 Economic Impact of South Carolina s Forest Products Export Cluster (March 2018) Prepared by Dr. Eric McConnell Assistant Professor Louisiana Tech

More information

Update on the Asian Wood Markets

Update on the Asian Wood Markets Update on the Asian Wood Markets RISI North American Conference Boston, USA October 16 18, 2017 Bob Flynn Director, International Timber, RISI Copyright 2017 RISI, Inc. Proprietary Information Agenda Market

More information

Louisiana's Forests and Forest Products Industries

Louisiana's Forests and Forest Products Industries Louisiana's Forests and Forest Products Industries Working Paper # 11 Louisiana Forest Products Laboratory Louisiana State University Agricultural Center Baton Rouge, LA Mr. N. Paul Chance Research Associate

More information

ROUNDWOOD SUPPLY, TRADE AND CONSUMPTION

ROUNDWOOD SUPPLY, TRADE AND CONSUMPTION ECE / FAO Forest Products Annual Market Review, 1998-1999 53 CHAPTER 7 ROUNDWOOD SUPPLY, TRADE AND CONSUMPTION Highlights European removals in 1998 and 1997 were equal in total, but had important fluctuations

More information

The United States has a long history

The United States has a long history The Fifth Resources Planning Act Timber Assessment A Critical Tool for Sound Stewardship Richard W. Haynes and Kenneth E. Skog ABSTRACT For the past century, national assessments of supply-and-demand trends

More information

The Economy in Graphs

The Economy in Graphs Newsletter by: David Haim, PhD, Forest Economist Inside This Issue International Trade...2 Prices...3 Supply...6 Demand...8 Housing...9 Announcements... 11 Background Reading...12 References...14 Highlights

More information

Finnish Forest Sector Economic Outlook

Finnish Forest Sector Economic Outlook Natural resources and bioeconomy studies 71/2017 Finnish Forest Sector Economic Outlook 2017 2018 Executive Summary Jari Viitanen and Antti Mutanen (eds.) Finnish Forest Sector Economic Outlook 2017 2018

More information

2017 TIMBERLAND INVESTMENT OUTLOOK

2017 TIMBERLAND INVESTMENT OUTLOOK 2017 TIMBERLAND INVESTMENT OUTLOOK New Forests 2017. New Forests refers to New Forests Pty Limited and its subsidiary companies. This document is issued by and is the property of New Forests Asset Management

More information

In 1997, the United States had 747

In 1997, the United States had 747 Private Timberlands Growing Demands, Shrinking Land Base Ralph Alig, John Mills, and Brett Butler ABSTRACT By 2050, US timberland area is projected to be about 3 percent smaller than today due to increasing

More information

Southern Pine Tree Size Dynamics Where s the Pulpwood? (Potential Diameter-class Imbalance in Southern Pines)

Southern Pine Tree Size Dynamics Where s the Pulpwood? (Potential Diameter-class Imbalance in Southern Pines) Southern Pine Tree Size Dynamics Where s the Pulpwood? (Potential Diameter-class Imbalance in Southern Pines) Southern Forest Products Association Expo University 5 June 2013 Richard A. Harper, CF, RF

More information

Wood fiber supply and demand in the United States

Wood fiber supply and demand in the United States Wood fiber supply and demand in the United States Kenneth E. Skog Peter J. Ince Richard W. Haynes Abstract The USDA Forest Service is preparing a national assessment of supply and demand for wood fiber

More information

Modern Wood Markets Diversity, Volatility and Realizing Value

Modern Wood Markets Diversity, Volatility and Realizing Value Modern Wood Markets Diversity, Volatility and Realizing Value Tree School March 22, 2014 Matt Fehrenbacher Mike Messier Scope of Course Forces that impact local markets Perspective on how to be responsive

More information

TEXAS TIMBER PRICE TRENDS

TEXAS TIMBER PRICE TRENDS $2.00 TEXAS TIMBER PRICE TRENDS BIMONTHLY MARKET REPORT VOL. 17 NO. 4 July/August 1999 TEXAS TIMBER PRICE TRENDS How to Use This Report WHAT IS THE PURPOSE OF THIS REPORT? Texas Timber Price Trends is

More information

The hardwood chip market is an important element of

The hardwood chip market is an important element of The hardwood chip market is an important element of wood fiber raw material supply for the pulp and paper industry and other pulp-based products such as fiberboard. Hardwood chips enter the chip market

More information

Farmland Investor. Apples Surge as New Trends Enhance Outlook for Washington Apples. Contents. Hancock Agricultural Investment Group

Farmland Investor. Apples Surge as New Trends Enhance Outlook for Washington Apples. Contents. Hancock Agricultural Investment Group Hancock Agricultural Investment Group Farmland Investor Volume 16, Number 1 Spring 008 Strong Farmland Performance Continues Apples Surge as New Trends Enhance Outlook for Washington Apples 007 marked

More information

The Economic Impact of Privately-Owned Forests in the United States

The Economic Impact of Privately-Owned Forests in the United States The Economic Impact of Privately-Owned Forests in the United States The Economic Impact of Privately-Owned Forests in the United States Prepared for: National Alliance of Forest Owners Contact: Gretchen

More information

GERRY VAN LEEUWEN: Career Overview & Role with WOOD MARKETS

GERRY VAN LEEUWEN: Career Overview & Role with WOOD MARKETS GERRY VAN LEEUWEN: Career Overview & Role with WOOD MARKETS Gerry Van Leeuwen has had a remarkable career in the global wood products industry. His strong operational and market experience in the sawmill

More information

Life Cycle Environmental Performance of Renewable Building Materials in the Context of Residential Construction

Life Cycle Environmental Performance of Renewable Building Materials in the Context of Residential Construction Life Cycle Environmental Performance of Renewable Building Materials in the Context of Residential Construction Construction of Structures Manufacturing Processes Service Life and Use Forest Growth and

More information

Russia s Planned Export Tax On Logs: Global Implications

Russia s Planned Export Tax On Logs: Global Implications Sector: Paper & Forest Products Sector Weighting: Underweight Don Roberts, Managing Director 613-564-0827 Don.Roberts@cibc.ca Russia s Planned Export Tax On Logs: Global Implications 2007 British Columbia

More information

Local Log Markets. Past, Present, Future Trends (from a log sellers perspective)

Local Log Markets. Past, Present, Future Trends (from a log sellers perspective) Local Log Markets Past, Present, Future Trends (from a log sellers perspective) Nakusp Log Markets Goals of this short talk/discussion: Illustrate the local log market from a log sellers perspective. Realization

More information

U.S. Timberland post-recession Is it the same asset?

U.S. Timberland post-recession Is it the same asset? U.S. Timberland post-recession Is it the same asset? Jim Rinehart R&A Investment Forestry April 2010 TABLE OF CONTENTS About..i EXECUTIVE SUMMARY 1 U.S. Timberland Post-Recession... 11 Part 1: Evolution

More information

Due to a lack of rain

Due to a lack of rain ANR-1132 A L A B A M A A & M A N D A U B U R N U N I V E R S I T I E S Estimating Land Value for Growing Timber on Agricultural Land Due to a lack of rain during the growing seasons and a reduction in

More information

Benchmarking of Sawmill Industries in North America, Europe, Chile, Australia and New Zealand

Benchmarking of Sawmill Industries in North America, Europe, Chile, Australia and New Zealand Benchmarking of Sawmill Industries in North America, Europe, Chile, Australia and New Zealand An intensive examination of the costs and efficiencies of sawmilling industries Over $10 billion of investment

More information

More than half of the timber

More than half of the timber Solid Wood Products Rising Consumption and Impor ts, Modest Price Growth Darius M. Adams ABSTRACT Based on findings of the current Resources Planning Act (RPA) Timber Assessment, residential construction

More information

Key Global Supply Trends & North America Market Outlook: Impacts on BC Lumber Industry

Key Global Supply Trends & North America Market Outlook: Impacts on BC Lumber Industry Key Global Supply Trends & North America Market Outlook: Impacts on BC Lumber Industry Russell Taylor, President International WOOD MARKETS Group Inc. Vancouver, B.C., Canada Presentation Outline 1. Global

More information

Finnish Forest Sector Economic Outlook

Finnish Forest Sector Economic Outlook Finnish Forest Sector Economic Outlook 2013 2014 Executive summary 23.10.2013 Improving Prospects for the Finnish Forest Sector The production, exports and the export unit prices of the Finnish forest

More information

IMPACT OF INITIAL SPACING ON YIELD PER ACRE AND WOOD QUALITY OF UNTHINNED LOBLOLLY PINE AT AGE 21

IMPACT OF INITIAL SPACING ON YIELD PER ACRE AND WOOD QUALITY OF UNTHINNED LOBLOLLY PINE AT AGE 21 IMPACT OF INITIAL SPACING ON YIELD PER ACRE AND WOOD QUALITY OF UNTHINNED LOBLOLLY PINE AT AGE 21 Alexander Clark III, Richard F. Daniels, Lewis Jordan, and Laurie Schimleck 1 Abstract The market for southern

More information

Investing in Reforestation of Loblolly Pine in the Piedmont Based on Various Future Timber Price Scenarios By: John Sunday-Staff Forester

Investing in Reforestation of Loblolly Pine in the Piedmont Based on Various Future Timber Price Scenarios By: John Sunday-Staff Forester Investing in Reforestation of Loblolly Pine in the Piedmont Based on Various Future Timber Price Scenarios By: John Sunday-Staff Forester Introduction Often, tough economic times cause the common investor

More information

Shifting Private Timberland Ownership in South Carolina: Implications for Management Intensity

Shifting Private Timberland Ownership in South Carolina: Implications for Management Intensity Open Journal of Forestry 2012. Vol.2, No.4, 279-285 Published Online October 2012 in SciRes (http://www.scirp.org/journal/ojf) http://dx.doi.org/10.4236/ojf.2012.24035 Shifting Private Timberland Ownership

More information

Export Chip Prices as a Proxy for Nonsawtimber Prices in the. Pacific Northwest. Gwenlyn M. Busby 1. Abstract. Introduction

Export Chip Prices as a Proxy for Nonsawtimber Prices in the. Pacific Northwest. Gwenlyn M. Busby 1. Abstract. Introduction United States Department of Agriculture Forest Service Pacific Northwest Research Station Research Note PNW-RN-554 Export Chip Prices as a Proxy for Nonsawtimber Prices in the Pacific Northwest Gwenlyn

More information

An Overview of the Lumber Industry in Canada, 2004 to 2010

An Overview of the Lumber Industry in Canada, 2004 to 2010 Catalogue no. 11-621-M, no. 89 ISSN 1707-0503 ISBN 978-1-100-19666-4..Analytical Paper... Analysis in Brief An Overview of the Lumber Industry in Canada, 2004 to 2010 by Benoit Germain Manufacturing and

More information

The Impact of the Export and Import of Raw Logs on Domestic Timber Supplies and Prices

The Impact of the Export and Import of Raw Logs on Domestic Timber Supplies and Prices United States Department of Agriculture Forest Service Pacific Northwest Forest and Range Experiment Station Research Paper PNW- 277 November 1980 The Impact of the Export and Import of Raw Logs on Domestic

More information

Finnish Forest Sector Economic Outlook

Finnish Forest Sector Economic Outlook Finnish Forest Sector Economic Outlook 2003 2004 Assistant editor Yrjö Sevola Technical editing Anna-Kaisu Korhonen (layout) Sari Elomaa (graphs) MESU database Jarmo Mikkola Editor-in-Chief Riitta Hänninen

More information

Tropical Hardwoods & Feature Grade Timbers. New Forests Sector Overview

Tropical Hardwoods & Feature Grade Timbers. New Forests Sector Overview Tropical Hardwoods & Feature Grade Timbers New Forests Sector Overview Disclaimer New Forests 2014. This publication is the property of New Forests. This material may not be reproduced or used in any form

More information

Agri-Service Industry Report

Agri-Service Industry Report Agri-Service Industry Report December 2016 Dan Hassler 2017 U.S. Industry Outlook A little better or a little worse is the quickest way to sum up the expectations for the agricultural equipment industry

More information

Alberta s Manufacturing Industry is Recovering in 2017

Alberta s Manufacturing Industry is Recovering in 2017 ECONOMIC COMMENTARY Alberta s Manufacturing Industry is Recovering in 2017 Highlights: Alberta s manufacturing industry was in recession in 2015 and 2016 as a result of the dramatic drop in crude oil prices.

More information

ACCC Review of Proposed Timber Transaction

ACCC Review of Proposed Timber Transaction 28 October 2009 Company Announcements Platform Australian Securities Exchange ACCC Review of Proposed Timber Transaction Please find attached a release to the market. Yours sincerely Wayne Chapman Company

More information

Woody Biomass as a Forest Product

Woody Biomass as a Forest Product Woody Biomass as a Forest Product Wood Supply and Market Implications October 2011 Commissioned by: National Alliance of Forest Owners Washington, D.C. 200011 www.nafoalliance.org Conducted by: Forisk

More information

Town of New Gloucester INVITATION TO BID Timber For Sale by Bid. Project Details

Town of New Gloucester INVITATION TO BID Timber For Sale by Bid. Project Details Town of New Gloucester INVITATION TO BID Timber For Sale by Bid To: Stumpage Buyers From: Town of New Gloucester The Town of New Gloucester is requesting bids for timber to be harvested using whole tree

More information

WISCONSIN DNR TIMBER SALE PROSPECTUS 2017 FALL SALE INVITATION FOR BIDS

WISCONSIN DNR TIMBER SALE PROSPECTUS 2017 FALL SALE INVITATION FOR BIDS WISCONSIN DNR TIMBER SALE PROSPECTUS 2017 FALL SALE INVITATION FOR BIDS Sealed bids so marked on the envelope will be received by the Wisconsin DNR for the sale of timber stumpage on designated areas of

More information

Hurricane Ike Timber Damage Assessment Texas Forest Service 17 September 2008

Hurricane Ike Timber Damage Assessment Texas Forest Service 17 September 2008 Hurricane Ike Timber Damage Assessment Texas Forest Service 17 September 2008 Hurricane Ike made landfall on Saturday, 13 September 2008, at 2:10 am CDT as a Category 2 storm with 105 mph winds on Galveston

More information

Our unique, sustainable attributes

Our unique, sustainable attributes Investor overview At Texas Instruments, our focus is on building a better future as we design, make and sell semiconductors. We have about 100,000 customers all over the world who use our chips. For more

More information

Analysis & Comments. Livestock Marketing Information Center State Extension Services in Cooperation with USDA. National Hay Situation and Outlook

Analysis & Comments. Livestock Marketing Information Center State Extension Services in Cooperation with USDA. National Hay Situation and Outlook Analysis & Comments Livestock Marketing Information Center State Extension Services in Cooperation with USDA April 2, 2015 Letter #12 www.lmic.info National Hay Situation and Outlook The 2014 calendar

More information

Forestry in Georgia: Industry and Resources

Forestry in Georgia: Industry and Resources Forestry in Georgia: Industry and Resources Georgia s Forests and Forest Industry A Quantitative Description 2013 Georgia Environmental Conference Nathan McClure Georgia Forestry Commission 1-800-GA-TREES

More information

An Analysis of the Feasibility of Forest Biomass Production from Pine Plantations in Georgia Josh Love, Forest Utilization Department April 2011

An Analysis of the Feasibility of Forest Biomass Production from Pine Plantations in Georgia Josh Love, Forest Utilization Department April 2011 An Analysis of the Feasibility of Forest Biomass Production from Pine Plantations in Georgia Josh Love, Forest Utilization Department April 2011 INTRODUCTION Future expansion of the biofuels, bioenergy,

More information

4/23/2018. Ways to Improve Profitability. Improving Logger Production Profitability. Case Study Facts. Case Study Facts

4/23/2018. Ways to Improve Profitability. Improving Logger Production Profitability. Case Study Facts. Case Study Facts Improving Logger Production Profitability Ways to Improve Profitability Know your costs Operate efficiently Bid work realistically Regularly monitor job productivity and profitability Make informed business

More information

Agriculture: expansions highlighted developments

Agriculture: expansions highlighted developments Agriculture: expansions highlighted developments A broad-based expansion in livestock production and another bumper grain harvest highlighted agricultural developments in 1976. Meat production rose 9 percent

More information

COMPANY UPDATE NOVEMBER 2015

COMPANY UPDATE NOVEMBER 2015 COMPANY UPDATE NOVEMBER 2015 FORWARD-LOOKING INFORMATION This presentation contains information and statements that are forwardlooking in nature, including, but not limited to, statements containing the

More information

Historical chlorine demand growth is characterized by a boom and bust cycle that tracks global GDP growth rate closely. Typically, demand will

Historical chlorine demand growth is characterized by a boom and bust cycle that tracks global GDP growth rate closely. Typically, demand will Historical chlorine demand growth is characterized by a boom and bust cycle that tracks global GDP growth rate closely. Typically, demand will rebound immediately after declining and this cycle seems to

More information

FOREST COUNTY FORESTRY DEPARTMENT 200 EAST MADISON STREET CRANDON, WI /

FOREST COUNTY FORESTRY DEPARTMENT 200 EAST MADISON STREET CRANDON, WI / TO: PROSPECTIVE BIDDERS OF FOREST COUNTY TIMBER SALES SUBJECT: 2017 SPRING TIMBER SALE OFFERINGS FOREST COUNTY FORESTRY DEPARTMENT 200 EAST MADISON STREET CRANDON, WI 54520 715/478-3475 BID DEADLINE: April

More information

Improving Logger Production Profitability

Improving Logger Production Profitability Improving Logger Production Profitability Ways to Improve Profitability Know your costs Operate efficiently Bid work realistically Regularly monitor job productivity and profitability Make informed business

More information

Texas Lumber and Panel Product Market Study, 1998

Texas Lumber and Panel Product Market Study, 1998 Publication 159 Texas Lumber and Panel Product Market Study, 1998 Weihuan Xu Susie Shockley Texas Lumber and Panel Product Market Study, 1998 Weihuan Xu, Susie Shockley Forest Resource Development Texas

More information

Chapter 1. Basic Wood Properties

Chapter 1. Basic Wood Properties Chapter 1. Basic Wood Properties Moisture Content 2 Formulas 2 Moisture content on an oven-dry basis (MCod) Moisture content on a wet or original basis (MCw) Conversion Between MCod and MCw 2 Fiber Saturation

More information

Yardi Investment Management

Yardi Investment Management Yardi Investment Management A solution that fully automates the real estate asset and investment management lifecycle and helps drive investor value. Yardi Investment Management Yardi Investment Management

More information

Invermere Timber Supply Area

Invermere Timber Supply Area Southern Interior Beetle Action Coalition Forest Sector Trend Analysis Fact Sheet A project submitted by: Contacts: In conjunction with: Forest Ecosystem Solutions Ltd. #227 998 Harbourside Dr. North Vancouver

More information

U.S. Bank Freight Payment Index

U.S. Bank Freight Payment Index U.S. Bank Freight Payment Index 3rd Quarter National Freight Market Overview Freight Shipments Freight Spend Index Value 133.0 Index Value 164.7 Quarterly % Change 3.3% Quarterly % Change 8.3% Yearly %

More information

Outlook for Woodchip Imports in China

Outlook for Woodchip Imports in China Outlook for Woodchip Imports in China Bob Flynn Director, International Timber, RISI JOPP Seminar, Tokyo, June11, 2013 Thousand BDMT As recently as 2003, China was the fourth largest supplier of hardwood

More information

Value of Food & Drink Industry to Northern Ireland

Value of Food & Drink Industry to Northern Ireland Value of Food & Drink Industry to Northern Ireland October 2010 An economic analysis prepared by Goldblatt McGuigan for Northern Ireland Food & Drink Association An estimated 20% of all Northern Ireland

More information

Forest-Based Biomass Supply Curves for the United States

Forest-Based Biomass Supply Curves for the United States Journal of Sustainable Forestry, 32:14 27, 2013 ISSN: 1054-9811 print/1540-756x online DOI: 10.1080/10549811.2011.651780 Forest-Based Biomass Supply Curves for the United States KENNETH SKOG 1, JAMIE BARBOUR

More information

Chapter 5 Department of Natural Resources Timber Royalties

Chapter 5 Department of Natural Resources Timber Royalties Department of Natural Resources Contents Background.............................................................. 143 Scope................................................................... 146 Conclusions..............................................................

More information

FOR IMMEDIATE RELEASE

FOR IMMEDIATE RELEASE Contact: Matthias Chen, Marcom & Product Development Matthias.Chen@dnb.com.sg +65 6439 6670 +65 9478 5568 FOR IMMEDIATE RELEASE Business sentiments remain upbeat in Q4 Outlook for manufacturing, services

More information

East Texas Forestlands

East Texas Forestlands East Texas Forestlands Curtis L. VanderSchaaf Forest Resource Analyst cvanderschaaf@tfs.tamu.edu March 2010 A copy of the East Texas Forestlands factsheet can be downloaded from: http://txforestservice.tamu.edu/econdev/pubs

More information

2016 Wood Processor Report

2016 Wood Processor Report 26 Wood Processor Report Including Import and Export Information Compiled from 26 Wood Processor Reports pursuant to 2 M.R.S. 8884 Published: April 27, 27 Department of Agriculture, Conservation and Forestry

More information

First Quarter 2017 Earnings Results

First Quarter 2017 Earnings Results First Quarter 2017 Earnings Results Forward-looking Statements This presentation may contain forward-looking statements, that should be considered as good faith estimates. Such statements are subject to

More information

Pulp & Paper: Focus on Hardwood Opportunities. Sector Overview

Pulp & Paper: Focus on Hardwood Opportunities. Sector Overview Pulp & Paper: Focus on Hardwood Opportunities Sector Overview Disclaimer New Forests 2017. This presentation is issued by and is the property of New Forests Asset Management Pty Ltd (New Forests) and may

More information

Corporate Presentation. September 2016

Corporate Presentation. September 2016 Corporate Presentation 1 September 2016 Disclaimer These materials may not be copied, published, distributed, transmitted or disclosed to third parties. In addition, these materials may not be distributed

More information

Discussion Paper 3 (DP3): Impact of Management Treatment Alternatives on Economic Activity

Discussion Paper 3 (DP3): Impact of Management Treatment Alternatives on Economic Activity Timber Supply and Forest Structure Study Discussion Paper 3 (DP3): Impact of Management Treatment Alternatives on Economic Activity Bruce Lippke and Larry Mason Table of Contents Introduction...1 Updated

More information

Implications of different income diversification indexes: the case of rural

Implications of different income diversification indexes: the case of rural Economics and Business Letters 2(1),13-20, 2013 Implications of different income diversification indexes: the case of rural China Jianmei Zhao 1* Peter J. Barry 2 1 China Academy of Public Finance and

More information

Forest Land. Key Income Tax Updates for Forest Owners. Selling Carbon Offset Ranked Top by Woodland Owners. Family and Individual Woodland Owners

Forest Land. Key Income Tax Updates for Forest Owners. Selling Carbon Offset Ranked Top by Woodland Owners. Family and Individual Woodland Owners Key Income Tax Updates for Forest Owners Forest Land Dr. Linda Wang National Forest Tax Specialist USDA Forest Service More than half of the forest land in the US is privately owned From USDA Forest Service,

More information

Current State of Enterprise Risk Oversight:

Current State of Enterprise Risk Oversight: Current State of Enterprise Risk Oversight: Progress is Occurring but Opportunities for Improvement Remain July 2012 Mark Beasley Bruce Branson Bonnie Hancock Deloitte Professor of ERM Associate Director,

More information

Historical Perspective on the Relationship between Demand and Forest Productivity in the US South

Historical Perspective on the Relationship between Demand and Forest Productivity in the US South Historical Perspective on the Relationship between Demand and Forest Productivity in the US South Historical Perspective on the Relationship between Demand and Forest Productivity in the US South Hannah

More information

Illinois Farm Bureau Commodities Conference

Illinois Farm Bureau Commodities Conference Illinois Farm Bureau Commodities Conference INVESTING IN AMERICA S HEARTLAND Perry Vieth, President & CIO Firm Overview Investment objective Ceres Partners, LLC Best-in-class purchase and management of

More information

THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS

THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS Anirvan Banerji New York 24th CIRET Conference Wellington, New Zealand March 17-20, 1999 Geoffrey H. Moore,

More information