SOAH DOCKET NO PUC DOCKET NO.

Size: px
Start display at page:

Download "SOAH DOCKET NO PUC DOCKET NO."

Transcription

1 SOAH DOCKET NO PUC DOCKET NO REVIEW OF THE RATES OF SHARYLAND UTILITY COMPANY BEFORE THE STATE OFFICE OF ADMINISTRATIVE HEARINGS DIRECT TESTIMONY AND EXHIBITS OF DAVID J. GARRETT ON BEHALF OF THE CITY OF MISSION FEBRUARY 28, 217

2 TABLE OF CONTENTS I. INTRODUCTION... 4 II. EXECUTIVE SUMMARY... 5 III. REGULATORY STANDARDS... 9 IV. ANALYTIC METHODS V. ACTUARIAL ANALYSIS A. Account 352 Structures and Improvements... 2 B. Account 353 Station Equipment C. Account 354 Towers and Fixtures D. Account 355 Poles and Fixtures E. Account 356 Overhead Conductors and Devices VI. SIMULATED PLANT RECORD ANALYSIS A. Account 362 Station Equipment B. Account 365 Overhead Conductors and Devices C. Account 367 Underground Conductors and Devices D. Account 368 Line Transformers E. Account 369 Services VII. CONCLUSION AND RECOMMENDATION /245 For the City of Mission

3 APPENDICES Appendix A: Appendix B: Appendix C: Appendix D: The Depreciation System Iowa Curves Actuarial Analysis Simulated Life Analysis LIST OF EXHIBITS Exhibit DJG-1 Exhibit DJG-2 Exhibit DJG-3 Exhibit DJG-4 Exhibit DJG-5 Exhibit DJG-6 Exhibit DJG-7 Exhibit DJG-8 Exhibit DJG-9 Exhibit DJG-1 Curriculum Vitae Summary Rate and Accrual Adjustment Detailed Rate and Accrual Adjustment Depreciation Rate Development Account 352 Detailed Curve Comparison Account 356 Detailed Curve Comparison Simulated Plant Record Analysis and Graphical Balance Fit Summaries Actuarial Observed Life Tables and Iowa Curve Fitting Simulated and Actuarial Remaining Life Development Depreciation Study Samples 3/245 For the City of Mission

4 I. INTRODUCTION Q. STATE YOUR NAME AND OCCUPATION A. My name is. I am a consultant specializing in public utility regulation. I am the managing member of Resolve Utility Consulting, PLLC. I focus my practice on the primary capital recovery mechanisms for public utility companies: cost of capital and depreciation. Q. SUMMARIZE YOUR EDUCATIONAL BACKGROUND AND PROFESSIONAL EXPERIENCE A. I received a B.B.A. degree with a major in Finance, an M.B.A., and a Juris Doctor from the University of Oklahoma. I worked in private legal practice for several years before accepting a position as assistant general counsel at the Oklahoma Corporation Commission in 211. At the Oklahoma commission, I worked in the Office of General Counsel in regulatory proceedings. In 212, I began working for the Public Utility Division as a regulatory analyst providing testimony in regulatory proceedings. After leaving the commission I formed Resolve Utility Consulting, PLLC, where I have represented various consumer groups and state agencies in utility regulatory proceedings, primarily in the areas of cost of capital and depreciation. I am a Certified Depreciation Professional with the Society of Depreciation Professionals, and I currently serve on the society s board of directors as president. I am also a Certified Rate of Return Analyst with the Society of Utility and Regulatory Financial Analysts. A more complete description of my qualifications and regulatory experience is included in my curriculum vitae. 1 1 Exhibit DJG-1. 4/245 For the City of Mission

5 Q. DESCRIBE THE PURPOSE AND SCOPE OF YOUR TESTIMONY IN THIS PROCEEDING A. I am testifying on behalf of the City of Mission ( Mission ) regarding the proposed depreciation rates of Sharyland Utilities, L.P. ( Sharyland or the Company ). I am responding to the Company s depreciation study sponsored by Mr. Dane A. Watson. II. EXECUTIVE SUMMARY Q. SUMMARIZE THE KEY POINTS OF YOUR TESTIMONY. 4 5 A. In the context of utility ratemaking, depreciation refers to a cost allocation system designed to measure the rate by which a utility may recover its capital investments in a 6 systematic and rational manner. The table below compares the proposed depreciation 7 expense amounts by plant function as of the study date. Figure 1: Depreciation Expense Comparison by Plant Function Plant Plant Company Mission Mission Function 12/31/215 Proposal Proposal Adjustment Transmission $ 98,453,92 $ 23,653,6 $ 2,555,974 $ (3,97,86) Distributrion 474,368,417 15,788,982 12,983,161 (2,85,821) General 31,51,516 1,215,98 1,215,98 - Total $ 1,485,873,25 $ 4,657,139 $ 34,754,233 $ (5,92,96) In recommending depreciation rates in this case, I employed a well-established depreciation system using actuarial analysis and simulated plant record analysis to statistically analyze the Company s depreciable assets. Mission s total adjustment reduces the Company s proposed annual depreciation expense by $5.9 million when applied to plant balances at December 31, /245 For the City of Mission

6 Q. SUMMARIZE YOUR ADJUSTMENTS BY ACCOUNT A. I am proposing adjustments to several of the Company s transmission and distribution accounts, which are summarized as follows by my proposed rates, annual accruals, and adjustments to the Company s proposal. Figure 2: Detailed Proposals by Account Account Description Rate Accrual Adjustment 352 Structures & Improvements 1.61% $ 1,117,9 $ (341,778) 353 Station Equipment 1.88% 6,49,742 (1,79,89) 353 Transmission OCC Equipment 9.91% 554, Towers & Fixtures 1.78% 4,785,868 (574,761) 355 Poles & Fixtures 2.62% 2,644,424 (149,248) 356 Overhead Conductor & Devices 2.61% 5,155,425 (215,183) 359 Roads and Trails 1.51% 248,772 (26,27) Total Transmission Plant 2.1% 2,555,974 (3,97,86) Distribution Plant 361 Structures & Improvements 1.79% 317,291 (6,311) 362 Station Equipment 1.82% 1,273,911 (718,87) 364 Poles, Towers & Fixtures 4.1% 5,25,443 4,5 365 Overhead Conductor & Devices 2.15% 1,981,521 (1,19,174) 366 Underground Conduit 1.58% 11,916 (14,63) 367 Underground Conductor & Devices 2.32% 485,244 (133,657) 368 Line Transformers 2.38% 1,998,426 (39,37) 369 Services 2.28% 826,796 (554,282) 37 Meters 4.1% 67, Installations On Customer Premises 4.83% 49, Street Light & Signal Systems 3.89% 126, Total Distribution Plant 2.74% $ 12,983,161 $ (2,85,821) Q. PLEASE SUMMARIZE THE PRIMARY FACTORS DRIVING MISSION S ADJUSTMENT. 4 5 A. As discussed above, I am proposing adjustments to several of the Company s transmission and distribution accounts. For most of these accounts, the remaining lives I propose are 6/245 For the City of Mission

7 longer than those proposed by the Company, which results in lower depreciation rates and expense. My understanding of the regulatory standards governing utility depreciation expense, as further discussed below, is that the Company must provide convincing and adequate data to demonstrate that its proposed depreciation rates are not excessive. 2 However, because the Company s actuarial data used to conduct the depreciation study is insufficient to provide reliable indications of the average service lives of the Company s accounts, the Company has not demonstrated that its proposed rates are not excessive. Under these circumstances, it is important to make sure that the service lives adopted by the Commission are reflective of industry norms. Applying this standard will help reduce the negative financial impact to customers while avoiding financial harm to the Company. The accounts to which I propose adjustments are further discussed below. Q. DESCRIBE WHY IT IS IMPORTANT NOT TO OVERESTIMATE DEPRECIATION RATES A. Under the rate base rate of return model, the utility is allowed to recover the original cost of its prudent investments required to provide service. Depreciation systems are designed to recover those costs in a systematic and rational manner specifically, over the service life of the utility s assets. If costs are recovered too quickly by assuming shorter service lives, it encourages economic inefficiency. Unlike competitive firms, regulated utility companies are not always incentivized by natural market forces to make the most economically efficient decisions. If a utility is allowed to recover the cost of an asset before the end of its useful life, this could incentivize the utility to unnecessarily replace the asset 2 See Lindheimer v. Illinois Bell Tel. Co., 292 U.S. 151, 167 (1934). 7/245 For the City of Mission

8 in order to increase rate base, which results in economic waste. Thus, from a public policy perspective, it is preferable for regulators to ensure that assets are not depreciated before the end of their true useful lives. While underestimating the useful lives of depreciable assets could financially harm current ratepayers and encourage economic waste, there is little corresponding risk of harm to the Company if depreciable lives are slightly overestimated. This is because if an asset s life is overestimated early on, there are a variety of measures that regulators can use to ensure the utility is not financially harmed. One such measure would be adjusting the depreciation rates in future proceedings based on more complete data. Another measure would be the use of a regulatory asset account if an unrecovered balance remains when assets are retired. In that case, the Company s original cost investment in these assets would remain in the Company s rate base until they are recovered. Thus, the process of depreciation strives for a perfect match between actual and estimated useful life. When these estimates are not exact, however, for the reasons stated above, it is therefore better that useful lives are overestimated rather than underestimated. Q. WHAT IS YOUR RECOMMENDATION TO THE COMMISSION? A. I recommend that the Commission adopt the depreciation rates listed in Exhibit DJG-3. These rates should be applied to updated plant balances to determine the Company s depreciation expense included in rates. 8/245 For the City of Mission

9 III. REGULATORY STANDARDS Q. DISCUSS THE STANDARD BY WHICH REGULATED UTILITIES ARE ALLOWED TO RECOVER DEPRECIATION EXPENSE A. In Lindheimer v. Illinois Bell Telephone Co., the U.S. Supreme Court stated that depreciation is the loss, not restored by current maintenance, which is due to all the factors causing the ultimate retirement of the property. These factors embrace wear and tear, decay, inadequacy, and obsolescence. 3 The Lindheimer Court also recognized that the original cost of plant assets, rather than present value or some other measure, is the proper basis for calculating depreciation expense. 4 Moreover, the Lindheimer Court found: [T]he company has the burden of making a convincing showing that the amounts it has charged to operating expenses for depreciation have not been excessive. That burden is not sustained by proof that its general accounting system has been correct Thus, Sharyland must make a convincing showing that its proposed depreciation rates are not excessive. Q. HAS SHARYLAND MADE A CONVINCING SHOWING THAT ITS PROPOSED DEPRECIATION RATES ARE NOT EXCESSIVE? 9 1 A. No. Obtaining reliable indications of the average service lives of grouped property requires sufficient retirement experience. In short, depreciation professionals use past retirement 3 Lindheimer v. Illinois Bell Tel. Co., 292 U.S. 151, 167 (1934). 4 Id. (Referring to the straight-line method, the Lindheimer Court stated that [a]ccording to the principle of this accounting practice, the loss is computed upon the actual cost of the property as entered upon the books, less the expected salvage, and the amount charged each year is one year's pro rata share of the total amount. ). The original cost standard was reaffirmed by the Court in Federal Power Commission v. Hope Natural Gas Co., 32 U.S. 591, 66 (1944). The Hope Court stated: Moreover, this Court recognized in [Lindheimer], supra, the propriety of basing annual depreciation on cost. By such a procedure the utility is made whole and the integrity of its investment maintained. No more is required. 5 Id. at /245 For the City of Mission

10 experience to estimate the future mortality characteristics and average service lives of grouped asset accounts. For many of the accounts in this case, the Company has not provided enough historical data to obtain a reliable indication of future retirement patterns and average remaining life. For example, there were only 1 years of retirement history for some accounts containing assets that are expected to survive more than 7 years. This does not mean the Company withheld information, or that the information provided was inaccurate; rather, it means that it will take more time for the Company to obtain a sufficient retirement history of actuarial data in order to provide a more objective basis upon which to reliably estimate the average service lives of these accounts. This concept is illustrated and explained further below. Under these circumstances, it is important that the Commission take a more conservative approach to ensure that the Company s depreciation rates are not too high. Doing so will incentivize economic efficiency and reduce the negative financial impact to ratepayers while avoiding financial harm to the Company. Q. DOES MR. WATSON ALSO AGREE THAT THE COMPANY S DATA IS INSUFFICIENT? A. Yes. For every account that was analyzed using actuarial analysis, Mr. Watson correctly acknowledges that the Company s data was either insufficient or limited. 6 Q. SHOULD DEPRECIATION REPRESENT AN ALLOCATED COST OF CAPITAL TO OPERATION, RATHER THAN A MECHANISM TO DETERMINE LOSS OF VALUE? A. Yes. While the Lindheimer case and other early literature recognized depreciation as a necessary expense, the language indicated that depreciation was primarily a mechanism to 6 See Exhibit DAW-2 (Depreciation Study), pp /245 For the City of Mission

11 determine loss of value. 7 Adoption of this value concept would require annual appraisals of extensive utility plant, and is thus not practical in this context. Rather, the cost allocation concept recognizes that depreciation is a cost of providing service, and that in addition to receiving a return on invested capital through the allowed rate of return, a utility should also receive a return of its invested capital in the form of recovered depreciation expense. The cost allocation concept also satisfies several fundamental accounting principles, including verifiability, neutrality, and the matching principle. 8 The definition of depreciation accounting published by the American Institute of Certified Public Accountants ( AICPA ) properly reflects the cost allocation concept: Depreciation accounting is a system of accounting that aims to distribute cost or other basic value of tangible capital assets, less salvage (if any), over the estimated useful life of the unit (which may be a group of assets) in a systematic and rational manner. It is a process of allocation, not of valuation Thus, the concept of depreciation as the allocation of cost has proven to be the most useful and most widely used concept. 1 7 See Frank K. Wolf & W. Chester Fitch, Depreciation Systems 71 (Iowa State University Press 1994). 8 National Association of Regulatory Utility Commissioners, Public Utility Depreciation Practices 12 (NARUC 1996). 9 American Institute of Accountants, Accounting Terminology Bulletins Number 1: Review and Résumé 25 (American Institute of Accountants 1953). 1 Wolf supra n. 7, at /245 For the City of Mission

12 IV. ANALYTIC METHODS Q. DISCUSS YOUR APPROACH TO ANALYZING THE COMPANY S DEPRECIABLE PROPERTY IN THIS CASE A. I obtained and reviewed all of the data that was used to conduct the Company s depreciation study. The depreciation rates proposed by Mr. Watson were developed based on depreciable property recorded as of December 31, 215. I used the same data and plant balances to develop my proposed depreciation rates. 11 I used a reasonable depreciation system to develop my proposed depreciation rates. Q. DISCUSS THE DEFINITION AND PURPOSE OF A DEPRECIATION SYSTEM, AS WELL AS THE DEPRECIATION SYSTEM YOU EMPLOYED FOR THIS PROJECT A. The regulatory standards set forth above do not mandate a specific procedure for conducting depreciation analysis. These standards, however, direct that analysts use a system for estimating depreciation rates that will result in the systematic and rational allocation of capital recovery for the utility. Over the years, analysts have developed depreciation systems designed to analyze grouped property in accordance with this standard. A depreciation system may be defined by several primary parameters: 1) a method of allocation; 2) a procedure for applying the method of allocation; 3) a technique of applying the depreciation rate; and 4) a model for analyzing the characteristics of vintage property groups. 12 In this case, I used the straight line method, the average life procedure, the remaining life technique, and the broad group model to analyze the Company s 11 See Exhibit DJG See Wolf supra n. 7, at 7, /245 For the City of Mission

13 actuarial data; this system would be denoted as an SL-AL-RL-BG system. This depreciation system conforms to the regulatory standards set forth above, and is commonly used by depreciation analysts in regulatory proceedings. I provide a more detailed discussion of depreciation system parameters, theories, and equations in Appendix A Q. ARE THERE OTHER REASONABLE DEPRECIATION SYSTEMS THAT ANALYSTS MAY USE? A. Yes. There are multiple combinations of depreciation systems that analysts may use to develop deprecation rates. For example, an analyst might choose to use the whole life technique instead of the remaining life technique, or choose to use the equal life group model instead of the broad group model. As long as the depreciation system facilitates the systematic and rational allocation and recovery of capital investments, it should be considered reasonable. Q. DID YOU USE THE SAME DEPRECIATION SYSTEM AS MR. WATSON USED IN THIS CASE? A. Yes, I used the same depreciation system that Mr. Watson used. 13 Although some of our assumptions and inputs differed, the analytical system we used is essentially the same. Q. DESCRIBE THE COMPANY S PLANT DATA AND HOW IT AFFECTED YOUR APPROACH AND ANALYSIS IN THIS CASE A. For some accounts, including the transmission accounts and two distribution accounts (Accounts 361 and 366), I used actuarial analysis on the aged data provided by the Company. Aged data refers to a collection of property data for which the dates of 13 See Exhibit DAW-2 (Depreciation Study), p. 5. There, Mr. Watson states that he used the straight-line, broad group, remaining life depreciation system. 13/245 For the City of Mission

14 placements, retirements, transfers, and other actions are known. In keeping aged data, when a utility retires an asset, it would not only record the year it was retired, but it would also track the year the asset was placed into service, or the vintage year. The Company, however, did not have aged data available for all of its accounts. When aged data is not available, the year-end balances of each account are known, but analysts must simulate an actuarial analysis by estimating the proportion that each vintage group contributed to year-end balances. For this reason, simulated data is not as reliable as aged data. In order to analyze accounts that do not contain aged data, analysts use the simulated plant record ( SPR ) method. Because the analytical approach is not the same for actuarial and simulated data, I will separately discuss each approach and the corresponding accounts below. V. ACTUARIAL ANALYSIS Q. DESCRIBE THE GENERAL PROCESS YOU USED TO SORT AND ANALYZE THE COMPANY S DEPRECIABLE PROPERTY DATA A. The study of retirement patterns of industrial property is derived from the actuarial process used to study human mortality. Just as actuaries study historical human mortality data in order to predict how long a group of people will live, depreciation analysts study historical plant data in order to estimate the average lives of property groups. The most common actuarial method used by depreciation analysts is called the retirement rate method. In the retirement rate method, original property data, including additions, retirements, 14/245 For the City of Mission

15 transfers, and other transactions, are organized by vintage and transaction year. 14 The retirement rate method is ultimately used to develop an observed life table, ( OLT ) which shows the percentage of property surviving at each age interval. This pattern of property retirement is described as a survivor curve. The survivor curve derived from the observed life table, however, must be fitted and smoothed with a complete curve in order to determine the ultimate average life of the group. 15 The most widely used survivor curves for this curve fitting process were developed at Iowa State University in the early 19s and are commonly known as the Iowa curves. 16 A more detailed explanation of how the Iowa curves are used in the actuarial analysis of depreciable property is set forth in Appendix C. Q. DESCRIBE THE APPROACH YOU USED TO ESTIMATE THE AVERAGE SERVICE LIVES OF THE COMPANY S GROUPED ASSET ACCOUNTS A. I used all of the Company s aged property data to create an observed life table ( OLT ) for each account. The data points on the OLT can be plotted to form a curve (the OLT curve ). The OLT curve is not a theoretical curve, rather, it is actual observed data from the Company s records that indicate the rate of retirement for each property group. An OLT curve by itself, however, is rarely a smooth curve, and is often not a complete curve (i.e., it does not end at zero percent surviving). In order to calculate average life (the area 14 The vintage year refers to the year that a group of property was placed in service (aka placement year). The transaction year refers to the accounting year in which a property transaction occurred, such as an addition, retirement, or transfer (aka experience year). 15 See Appendix C for a more detailed discussion of the actuarial analysis used to determine the average lives of grouped industrial property. 16 See Appendix B for a more detailed discussion of the Iowa curves. 15/245 For the City of Mission

16 under a curve), a complete survivor curve is needed. The Iowa curves are empiricallyderived curves based on the extensive studies of the actual mortality patterns of many different types of industrial property. The curve-fitting process involves selecting the best Iowa curve to fit the OLT curve. This can be accomplished through a combination of visual and mathematical curve-fitting techniques, as well as professional judgment. The first step of my approach to curve-fitting involves visually inspecting the OLT curve for any irregularities. For example, if the tail end of the curve is erratic and shows a sharp decline over a short period of time, it may indicate that this portion of the data is less reliable, as further discussed below. After inspecting the OLT curve, I use a mathematical curvefitting technique which essentially involves measuring the distance between the OLT curve and the selected Iowa curve in order to get an objective, mathematical assessment of how well the curve fits. After selecting an Iowa curve, I observe the OLT curve along with the Iowa curve on the same graph to determine how well the curve fits. I may repeat this process several times for any given account to ensure that the most reasonable Iowa curve is selected. Q. DO YOU ALWAYS SELECT THE MATHEMATICALLY BEST-FITTING CURVE? A. Not necessarily. Mathematical fitting is an important part of the curve-fitting process because it promotes objective, unbiased results. While mathematical curve fitting is important, however, it may not always yield the best, most reasonable result. Q. DESCRIBE WHAT YOU MEAN BY THE BEST RESULT A. In general, the best result for each account would be achieved by selecting the Iowa curve that most accurately reflects the future retirement pattern and average remaining life of the 16/245 For the City of Mission

17 assets within that account. The process of selecting the best curve would include mathematical and visual Iowa curve-fitting techniques, along with professional judgment. Sometimes the mathematically best fitting curve indicates an average life that is unreasonable, especially when there is insufficient retirement history in the account. In this case, for example, the mathematically best fitting Iowa curve for Account 353 (Station Equipment) is the R3-145 curve. Choosing the R3-145 curve for this account necessarily suggests that the assets in this account will have an average service life of 145 years, meaning some assets will survive much longer. However, professional judgement, including observations of this account among other electric utilities, should lead an analyst to conclude that a 145-year average life for this account is not reasonable, despite the fact that it would be based on the current best-fitting Iowa curve from a mathematical standpoint. Once the Company experiences more retirement history in this account, a survivor curve pattern should develop that would indicate the average life for the assets in this account are in the range of 5 6 years. Q. SHOULD EVERY PORTION OF THE OLT CURVE BE GIVEN EQUAL WEIGHT? A. Not necessarily. Many analysts have observed that the points comprising the tail end of the OLT curve may often have less analytical value than other portions of the curve. In fact, [p]oints at the end of the curve are often based on fewer exposures and may be given less weight than points based on larger samples. The weight placed on those points will depend on the size of the exposures Wolf supra n. 7, at /245 For the City of Mission

18 Q. DID SHARYLAND S LACK OF SUFFICIENT ACTUARIAL DATA IN THIS CASE INFLUENCE YOUR APPROACH AND ANALYSIS? A. Yes. As discussed above, the actuarial data provided by the Company was insufficient to obtain a reliable indication of the average service life. I will illustrate this fact below. In cases where there is sufficient data, it is preferable to place more emphasis on the statistical analysis of the data provided by the utility being studied. Because Sharyland s data is insufficient, however, I gave more consideration to the service lives observed across the electric utility industry. Below I will further discuss approach and analysis for each of the Company s transmission accounts for which there was limited actuarial data provided. Q. PLEASE ILLUSTRATE WHY THE COMPANY S ACTUARIAL DATA IS INSUFFICIENT TO GIVE A CLEAR INDICATION OF FUTURE RETIREMENT PATTERNS AND AVERAGE LIFE A. As discussed above, depreciation analysts use utility actuarial data to construct an observed life table ( OLT ) for each account. An OLT curve, however, is often not a complete curve (i.e., it does not end at zero percent surviving). For this reason, it is sometimes called a stub survivor curve. In order to calculate average life (the area under a curve), however, a complete survivor curve, such as an Iowa curve, is required. The graph below shows an example of a typical OLT stub curve that is generated from actuarial data using the retirement rate method. If a utility does not have sufficient actuarial retirement history, the data will produce a shorter OLT stub curve. 18/245 For the City of Mission

19 Figure 3: OLT Stub Curve Example The first seven data points (the clear diamonds) show an OLT curve that is arguably too short to provide a good foundation for Iowa curve fitting. This graph also shows three Iowa curves. If an analyst were working with only the first seven data points of the OLT curve, it would be difficult to determine the best fitting Iowa curve, since many Iowa curves have similar shapes toward the top portion of the curves. However, as shown in the graph, when more data points are added to the OLT curve to form a longer stub curve, the bestfitting Iowa curve becomes more clear. In this case, all of Sharyland s OLT curves for its actuarial accounts are too short to provide a good indication of the average life. Therefore, it is helpful to look to other recommended service lives across the industry that were based on more complete actuarial data. Over time, as Sharyland accumulates more actuarial 19/245 For the City of Mission

20 1 2 retirement history, the Iowa curve fitting process will become more valuable as an indicator of average service life. A. Account 352 Structures and Improvements Q. DISCUSS THE COMPANY S POSITION ON ACCOUNT A. In his depreciation study, Mr. Watson acknowledged that [t]here was insufficient data to perform actuarial analysis for this account. 18 Nevertheless, Mr. Watson proposed an Iowa R3-5 curve for this account, which corresponds to a depreciation rate of 2.1% and an annual accrual of $1.5 million. 19 This recommendation results in an estimated life of only 5 years for this account. Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. An estimated average life of only 5 years is far too short for this account. Since the actuarial data provided by the Company for this account is insufficient, it is instructive to consider the average lives observed for other utilities with more reliable actuarial data. For transmission structures and improvements, the majority of depreciation studies I have reviewed utilized average lives of around 65 years Id. at Exhibit DAW-2 (Depreciation Study), pp. 55, See generally the following depreciation studies: (1) El Paso Electric 214 depreciation study, TX PUC, No ; (2) Idaho Power Company 215 depreciation study, ID PUC, No. IPC-E-16-23; (3) Oklahoma Gas and Electric Co. 214 depreciation study, OK PUC, No ; (4) Public Service Company of Oklahoma 214 depreciation study, OK PUC, No ; and (5) Southwestern Electric Power Company 215 depreciation study, TX PUC, No Relevant portions of these depreciation studies are attached hereto as Exhibit DJG-1. Full copies of the studies are publicly available, and can also be provided upon request. 2/245 For the City of Mission

21 Q. ALTHOUGH THE ACTUARIAL DATA PROVIDED BY THE COMPANY FOR THIS ACCOUNT IS RELATIVELY INSUFFICIENT, ARE THERE STATISTICAL INDICATIONS THAT THE COMPANY S PROPOSED SERVICE LIFE IS TOO SHORT FOR THIS ACCOUNT? A. Yes. The graph below shows the OLT curve for this account, along with the proposed Iowa curves. Just as illustrated above, the OLT curve is too short to provide much statistical value from a curve-fitting standpoint. This OLT curve however, is arguably long enough to show that the Company s proposed curve / average service life is too short. The OLT curve in this graph is represented by the black triangles. Because there is an insufficient history of retirement data, the OLT curve is relatively flat, and has not yet begun to decline in the form of a typical survivor curve. Figure 4: Account 352 Structures and Improvements 8 9 However, notice that by selecting the R3-5 curve to represent the mortality characteristics of this account, the Company is suggesting that around the 15-year age interval, the 21/245 For the City of Mission

22 percentage surviving in this account began to steadily decline. As the OLT curve shows, however, this has not been the case. Therefore, even the limited actuarial data available still demonstrates that the Company s selected Iowa curve has diverged from the actuarial data, resulting in an average service life that is too short. Q. IS YOUR SELECTED IOWA CURVE A BETTER MATHEMATICAL FIT TO THE OLT CURVE? A. Yes. Although, as discussed above, the limited actuarial data provided by the Company is not ideal for conventional mathematical curve-fitting techniques, the Iowa R4-65 curve I selected nonetheless provides a better mathematical fit to the OLT curve than the Company s selected curve. Mathematical curve fitting essentially involves measuring the distance between the OLT curve and the selected Iowa curve. The best mathematicallyfitted curve is the one that minimizes the distance between the OLT curve and the Iowa curve, thus providing the closest fit. The distance between the curves is calculated using the sum-of-squared differences ( SSD ) technique. In Account 352, the total SSD, or distance between the Company s curve and the OLT curve is.61, while the total SSD between R4-65 and the OLT curve is only This is because the Company s selected curve begins declining too early. Thus, the R4-65 curve I selected provides a better mathematical fit. Q. WHAT IS YOUR RECOMMENDATION FOR ACCOUNT 352? A. I propose the Iowa R4-65 curve be used to calculate the remaining life and depreciation rate for this account. An average life estimate of 65 years is reasonable when compared to 21 Exhibit DJG-5. 22/245 For the City of Mission

23 the average lives observed throughout the industry for this account. Additionally, the R4-65 curve provides a better fit to the limited actuarial data available, as the Company s selected curve is clearly too short. In light of these observations, along with the fact that the Company did not provide sufficient actuarial data for this account, it is clear that the Company has failed to make a convincing showing that its proposed rates are not excessive. Applying the R4-65 curve to this account results in a remaining life of 62.7 years, a depreciation rate of 1.61%, and an annual accrual of $1.1 million. 22 B. Account 353 Station Equipment Q. DISCUSS THE COMPANY S POSITION ON ACCOUNT A. Mr. Watson proposed an Iowa R5-45 curve for this account, which corresponds to a depreciation rate of 2.43% and an annual accrual of $7.8 million. 23 In his depreciation study, Mr. Watson acknowledged that [t]here was insufficient data to perform actuarial analysis for this account. 24 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. An estimated average life of only 45 years is far too short for this account. Since the actuarial data provided by the Company for this account is insufficient, it is instructive to consider the average lives observed for other utilities with more reliable actuarial data. 22 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 23 Exhibit DAW-2 (Depreciation Study), pp. 55, Id. at /245 For the City of Mission

24 1 2 With respect to Account 353, I have observed depreciation studies proposing average lives of approximately 54 years, and as much as 6 years. 25 Q. WHAT IS YOUR RECOMMENDATION FOR THIS ACCOUNT? A. In the interest of reasonableness, I am proposing an average life of 54 years, which is longer than the average life proposed by the Company, but still shorter than some of the average lives proposed by utilities for this account. All else held constant, shorter average lives result in higher depreciation rates. In light of these observations, along with the fact that the Company did not provide sufficient actuarial data for this account, the Company has not made a convincing showing that its proposed rates are not excessive. Specifically, I propose an R5-54 curve to describe the future mortality rate and average service life for this account. The curve shape is the same as the one proposed by the Company, but an average life of 54 is much more reflective of industry norms than an average life of only 45 years. Applying these parameters to this account results in a remaining life of 5.4 years, a depreciation rate of 1.88%, and an annual accrual of $6 million. 26 C. Account 354 Towers and Fixtures Q. DISCUSS THE COMPANY S POSITION ON ACCOUNT A. Mr. Watson proposed an R3-6 curve for this account, which corresponds to a depreciation rate of 2.% and an annual accrual of $5.4 million. 27 In his depreciation study, Mr. 25 See generally depreciation studies supra n. 2; see also Exhibit DJG See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 27 Exhibit DAW-2 (Depreciation Study), pp. 55, /245 For the City of Mission

25 1 2 Watson again acknowledged that with respect to Account 354, [t]here was insufficient data to perform actuarial analysis for this account. 28 Q. DO YOU AGREE WITH THE COMPANY S RECOMMENDATION FOR THIS ACCOUNT? A. No. An estimated average life of only 6 years is too short for this account. Because the actuarial data provided by the Company for this account is insufficient, I considered the average lives observed for other utilities with more reliable actuarial data. With respect to Account 354, I have observed depreciation studies proposing average lives of about 7 years, and as much as 75 years. 29 Q. ARE YOU RECOMMENDING A 75-YEAR AVERAGE LIFE FOR THIS ACCOUNT? A. No. In the interest of reasonableness, I am proposing an average life of only 67 years, which is considerably shorter than the depreciable lives I have observed for this account. In light of my observations, and because the Company did not provide sufficient actuarial data for this account, the Company has not made a convincing showing that its proposed rates are not excessive. I propose an R4-67 curve to describe the future mortality rate and average service life for this account, which equates to a remaining life of 64.4 years, a depreciation rate of 1.78%, and an annual accrual of $4.8 million Id. at See generally depreciation studies supra n. 2; see also Exhibit DJG-1. 3 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 25/245 For the City of Mission

26 D. Account 355 Poles and Fixtures Q. DISCUSS THE COMPANY S POSITION ON ACCOUNT A. Mr. Watson proposed an R curve for this account, which corresponds to a depreciation rate of 2.77% and an annual accrual of $2.8 million. 31 In his depreciation study, Mr. Watson acknowledged that there was limited actuarial life analysis for this account. 32 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. Because the actuarial data provided by the Company for this account is limited, the Company has not made a convincing showing that an average life of only 54 years is appropriate. With respect to Account 355, I have observed depreciation studies proposing average lives up to 65 years for this account. 33 Q. ARE YOU RECOMMENDING A 65-YEAR AVERAGE LIFE FOR THIS ACCOUNT? A. No. In the interest of reasonableness, I am proposing an average life of only 56 years, which is shorter than what other utility witnesses have proposed for this account. In light of these observations, along with the fact that the Company did not provide sufficient actuarial data for this account, I propose an R3-56 curve for this account, which results in a remaining life of 49. years, a depreciation rate of 2.62%, and an annual accrual of $2.6 million Exhibit DAW-2 (Depreciation Study), pp. 55, Id. at See generally depreciation studies supra n. 2; see also Exhibit DJG See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 26/245 For the City of Mission

27 E. Account 356 Overhead Conductors and Devices Q. DISCUSS THE COMPANY S POSITION ON ACCOUNT A. Mr. Watson proposed an R3-55 curve for this account, which corresponds to a depreciation rate of 2.72% and an annual accrual of $5.4 million. 35 In his depreciation study, Mr. Watson acknowledged that there was limited actuarial life analysis for this account. 36 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. Again, the Company s limited data does not support an estimated average life of only 55 years. For Account 356, it is more typical to see average life proposals closer to 65 years. 37 Q. ARE YOU RECOMMENDING A 65-YEAR AVERAGE LIFE FOR THIS ACCOUNT? A. No. In the interest of reasonableness, I am proposing an average life of only 57 years, which is shorter than what other utility witnesses have proposed for this account. In light of these observations, along with the fact that the Company did not provide sufficient actuarial data for this account, the Company has not made a convincing showing that its proposed rates are not excessive. Specifically, I propose an R3-57 curve for this account, which results in a remaining life of 52.9 years, a depreciation rate of 2.61%, and an annual accrual of $5.2 million Exhibit DAW-2 (Depreciation Study), pp. 55, Id. at See generally depreciation studies supra n. 2; see also Exhibit DJG See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 27/245 For the City of Mission

28 Q. DESPITE THE FACT THAT THE ACTUARIAL DATA PROVIDED BY THE COMPANY FOR THIS ACCOUNT IS RELATIVELY LIMITED, ARE THERE STATISTICAL INDICATIONS THAT THE COMPANY S PROPOSED SERVICE LIFE IS TOO SHORT FOR THIS ACCOUNT? A. Yes. The graph below shows the OLT curve for this account, along with the proposed Iowa curves. As with the graph above, the OLT curve in this graph is represented by the black triangles. The graph also shows the R3-5 curve selected by Mr. Watson along with the R3-57 curve I selected. Figure 5: Account 356 Overhead Conductors and Devices Because there is limited retirement data available, the OLT curve is relatively flat, but has started to partially decline to form a typical upper portion of a survivor curve for this account. Since there is no way to visually determine which Iowa curve provides the better fit, mathematical curve-fitting techniques may be instructive 28/245 For the City of Mission

29 Q. IS YOUR SELECTED IOWA CURVE A BETTER MATHEMATICAL FIT TO THE OLT CURVE? A. Yes. Although, as discussed above, the limited actuarial data provided by the Company is not ideal for conventional mathematical curve-fitting techniques, the R3-57 curve I selected nonetheless provides a better mathematical fit to the OLT curve than the Company s selected curve. Mathematical curve fitting essentially involves measuring the distance between the OLT curve and the selected Iowa curve. The best mathematicallyfitted curve is the one that minimizes the distance between the OLT curve and the Iowa curve, thus providing the closest fit. The distance between the curves is calculated using the sum-of-squared differences ( SSD ) technique. In Account 356, the total SSD, or distance between the Company s curve and the OLT curve is.9, while the total SSD between R3-57 curve and the OLT curve is only Thus, the R3-57 curve I selected provides a better mathematical fit. Regardless, in consideration of the limited data provided by the Company, along with the statistical analysis and industry observations regarding this account, it is clear that the Company has not made a convincing showing that the depreciation rate it proposed for this account is not excessive. VI. SIMULATED PLANT RECORD ANALYSIS Q. DESCRIBE THE SIMULATED PLANT RECORD METHOD A. As discussed above, when aged data is not available, we must simulate the actuarial data required for remaining life analysis. For many of the distribution accounts in this case, Mr. Watson conducted his analysis using the simulated plant record ( SPR ) model, and I did 39 Exhibit DJG-5. 29/245 For the City of Mission

30 1 2 the same. The SPR method involves analyzing the Company s unaged data by choosing an Iowa curve that best simulates that actual year-end account balances in the account. 4 Q. DESCRIBE THE METRICS USED TO ASSESS THE FIT OF SELECTED IOWA CURVE IN THE SPR MODEL A. There are two primary metrics used to measure the fit of the Iowa curve selected to describe an SPR account. The first is the conformance index ( CI ). The CI is the average observed plant balance for the tested years, divided by the square root of the average sum of squared differences (the SSD discussed above) between the simulated and actual balances plant balances. 41 A higher CI indicates a better fit. Alex Bauhan, who developed the CI, also proposed a scale for measuring the value of the CI, as follows. Figure 6: Conformance Scale CI Value > 75 Excellent 5 75 Good 25 5 Fair < 25 Poor The second metric used to assess the accuracy of an Iowa curve chosen for SPR analysis is called the retirement experience index ( REI ) which was also proposed by Bauhan. The REI measures the length of retirement experience in an account. A greater 4 A detailed discussion of the SPR method is included in Appendix D. 41 Bauhan, A. E., Life Analysis of Utility Plant for Depreciation Accounting Purposes by the Simulated Plant Record Method, 1947, Appendix of the EEl, /245 For the City of Mission

31 1 2 retirement experience indicates more reliability in the analytical results for an account. Bauhan proposed a similar scale for the REI, as follows. Figure 7: Retirement Experience Scale REI Value > 75% Excellent 5% 75% Good 33% 5% Fair 17% 33% Poor % 17% Valueless According to Bauhan, [i]n order for a life determination to be considered entirely satisfactory, it should be required that both the retirements experience index and the conformance index be Good or better. 42 I considered both of these scales in assessing my SPR analysis for each account, as further described below. A. Account 362 Station Equipment Q. DESCRIBE THE COMPANY S ESTIMATE FOR ACCOUNT A. Mr. Watson selected the R3-4 curve for this account, which results in a depreciation rate of 2.85% and an annual accrual of $2 million. 43 Under the testing band of , the R3-4 curve has a poor CI Id. (emphasis added). 43 Exhibit DAW-2 (Depreciation Study), pp. 55, See Exhibit DJG-7. 31/245 For the City of Mission

32 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. An estimated average life of only 4 years is far too short for this account. Because the Company s recommended Iowa curve results in a poor CI according to the metric table above, the statistical results should be considered with caution, if not disregarded entirely. I would note, however, that this is not a direct criticism of Mr. Watson s work, as all of the Iowa curves applied to the full test band period result in poor CI scores. Regardless, the Company has made a convincing showing that its proposed rates are not excessive. This is especially true in light of the average lives proposed by other electric utilities for this account. With respect to Account 362, I have observed depreciation studies proposing average lives in the range of 55 6 years, which is much longer than the 4- year average life proposed by Sharyland. 45 Q. WHAT IS YOUR RECOMMENDATION FOR ACCOUNT 362? A. I selected the R curve for this account, which has a higher CI score and a lower REI score than the Company s proposed curve. As discussed above, however, all of the CI scores for the entire testing period are poor, so it is instructive to consider other service life proposals for this account, which were based on more accurate actuarial data. This is not to suggest that the SPR method cannot be the basis for valuable statistical analysis; however, Iowa curve proposals based on the SPR method should have adequate CI and REI scores, and that is not the case here. An average life of 58 years is reasonable and conservative in light of the average lives proposed by other electric utilities for this account. 45 See generally depreciation studies supra n. 2; see also Exhibit DJG-1. 32/245 For the City of Mission

33 1 2 Applying the R curve to this account results in a remaining life of 51.5 years, a depreciation rate of 1.82%, and an annual accrual of $1.3 million. 46 B. Account 365 Overhead Conductors and Devices Q. DESCRIBE THE COMPANY S ESTIMATE FOR ACCOUNT A. Mr. Watson selected the R3-43 curve for this account, which results in a depreciation rate of 3.26% and an annual accrual of $3 million. 47 Under the testing band of , the R3-43 curve has a fair CI, which would be considered unsatisfactory according to Bauhan, as discussed above. 48 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. In my opinion, an estimated life of 43 years is too short for this account. Because the Company s recommended Iowa curve results in a fair CI according to the metric table above, the statistical results should be considered with caution. Q. WHAT IS YOUR RECOMMENDATION FOR ACCOUNT 365? A. I selected the R curve for this account, which has, relative to the Company s selected curve, a considerably higher and good CI score of 61, albeit a lower REI score. It is also sometimes helpful to consider multiple test band periods in SPR analysis in order to observe potential trends in the data. For account 365, the two most recent five-year test band periods of and produced average lives in excess of 57 years 46 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 47 Exhibit DAW-2 (Depreciation Study), pp. 55, See Exhibit DJG-7. 33/245 For the City of Mission

34 with excellent CI scores, albeit low REI scores. 49 Regardless, the Iowa curve proposed by the Company for this account should be considered relatively unreliable from a statistical standpoint. Under these circumstances, it is better for the Commission to lean towards lower, yet reasonable depreciation rates (i.e., longer service lives) until the Company has enough retirement experience to be able to produce more reliable data for statistical analysis. Doing so will not financially harm the Company, and will provide ratepayers with some financial relief by reducing the impact of potential rate increase. Applying the R curve to this account results in a remaining life of 45.1 years, a depreciation rate of 2.15%, and an annual accrual of $2 million. 5 C. Account 367 Underground Conductors and Devices Q. DESCRIBE THE COMPANY S ESTIMATE FOR ACCOUNT A. Mr. Watson selected the R4-39 curve for this account, which results in a depreciation rate of 2.96% and an annual accrual of $.6 million. 51 Under the full testing band period, the R4-39 curve has a poor CI of only Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. The Company s proposed service life of only 39 years is far too short for this account. Because the Company s recommended Iowa curve results in a poor CI according to the metric table above, the statistical results should be considered with caution, if not 49 See Exhibit DJG-7. 5 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 51 Exhibit DAW-2 (Depreciation Study), pp. 55, See Exhibit DJG-7. 34/245 For the City of Mission

35 disregarded entirely. The Company has not made a convincing showing that its proposed rates are not excessive for this account. This is especially true in light of the average lives proposed by other electric utilities. For Account 367, depreciation studies I have observed propose average lives of closer to 55 years, and even up to 65 years, which are much longer than the 39-year average life proposed by Sharyland. 53 Q. WHAT IS YOUR RECOMMENDATION FOR ACCOUNT 367? A. I selected the R curve for this account, which has a higher CI score and a lower REI score than the Company s proposed curve. However, nearly all of the CI scores for the entire testing period are poor, and no curve produced a good score on both the CI and REI scales. Therefore, it is appropriate to consider other service life proposals for this account, which were based on more accurate actuarial data. Although the SPR method can be valuable for statistical depreciation analysis, Iowa curve proposals based on the SPR method should have adequate CI and REI scores, and that is not the case here. An average life of 47 years is reasonable and very conservative in light of the average lives I have seen proposed by other electric utilities for this account, which are around 55 years. Applying the R curve to this account results in a remaining life of 38.8 years, a depreciation rate of 2.32%, and an annual accrual of $.5 million See generally depreciation studies supra n. 2; see also Exhibit DJG See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 35/245 For the City of Mission

36 D. Account 368 Line Transformers Q. DESCRIBE THE COMPANY S ESTIMATE FOR ACCOUNT A. Mr. Watson selected the R4-44 curve for this account, which results in a depreciation rate of 2.75% and an annual accrual of $2.3 million. 55 Under the full testing band period, the R4-44 does not produce a good CI. 56 Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. For most of the accounts discussed in this section, the data provided by the Company did not produce any Iowa curves that could be considered good under both the CI and REI scales. For Account 368, however, there are a few Iowa curves that meet these requirements, although the Company s proposed curve was not among them. The longest average life with good CI and REI scores is 53 years. 57 Q. DID YOU RECOMMEND A 53-YEAR AVERAGE LIFE FOR ACCOUNT 368? A. No. Although the L curve qualifies as good under both the CI and REI scales, I propose using the L3-49 curve for this account, which also qualifies as good under both scales. Applying the L3-49 curve to this account is reasonable under the circumstances, and results in a remaining life of 39.4 years, a depreciation rate of 2.38%, and an annual accrual of $2 million Exhibit DAW-2 (Depreciation Study), pp. 55, See Exhibit DJG-7 57 See id. 58 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 36/245 For the City of Mission

37 E. Account 369 Services Q. DESCRIBE THE COMPANY S ESTIMATE FOR ACCOUNT A. Mr. Watson selected the R curve for this account, which results in a depreciation rate of 3.81% and an annual accrual of $1.4 million. 59 Under the full testing band period, this curve produces an extremely poor CI of only Q. DO YOU AGREE WITH THE COMPANY S POSITION? A. No. An estimated average life of only 38 years is far too short for this account. Because the Company s recommended Iowa curve results in a very poor CI according to the metric table above, the statistical results should be disregarded. The Company has not made a convincing showing that its proposed rates are not excessive for this account. This is especially true in light of the average lives proposed by other electric utilities. For Account 369, the depreciation studies I have observed typically propose average lives in the range of 5 6 years. 61 Q. WHAT IS YOUR RECOMMENDATION FOR ACCOUNT 369? A. I selected the R.5-5 curve for this account. A 5-year average life is toward the bottom end of the range of observed average life proposals for this account. Since all of the CI scores for the full testing period are poor, it is necessary in this case to consider other service life proposals for this account, which were based on more accurate actuarial data. An average life of 5 years is reasonable in light of the average lives I have seen proposed 59 Exhibit DAW-2 (Depreciation Study), pp. 55, See Exhibit DJG See generally depreciation studies supra n. 2; see also Exhibit DJG-1. 37/245 For the City of Mission

38 1 2 3 by other electric utilities for this account. Applying the R.5-5 curve to this account results in a remaining life of 38.4 years, a depreciation rate of 2.28%, and an annual accrual of $.8 million. 62 VII. CONCLUSION AND RECOMMENDATION Q. SUMMARIZE THE KEY POINTS OF YOUR TESTIMONY A. I employed a well-established depreciation system and used actuarial and simulated analysis to statistically analyze the Company s depreciable assets in order to develop reasonable depreciation rates in this case. When the actuarial and simulated data were either limited or insufficient, I considered the service lives proposed by other utilities based on more accurate actuarial data, and generally selected shorter average lives than what I had observed, which results in conservative and reasonable depreciation rate estimates. Q. WHAT IS MISSION S RECOMMENDATION TO THE COMMISSION REGARDING TO DEPRECIATION RATES? 1 11 A. Mission recommends that the Commission adopt the proposed Iowa curves and depreciation rates presented in Exhibit DJG Q. DOES THIS CONCLUDE YOUR TESTIMONY? A. Yes, including any exhibits, appendices, and other items attached hereto. I reserve the right to supplement this testimony as needed with any additional information that has been requested from the Company but not yet provided. 62 See Exhibit DJG-4 for depreciation calculations; see also Exhibit DJG-9 for detailed remaining life calculations. 63 These rates should be applied to updated plant balances in order to determine the final depreciation expense adjustment. 38/245 For the City of Mission

39 39/245 For the City of Mission

40 Appendix A APPENDIX A: THE DEPRECIATION SYSTEM A depreciation accounting system may be thought of as a dynamic system in which estimates of life and salvage are inputs to the system, and the accumulated depreciation account is a measure of the state of the system at any given time. 64 The primary objective of the depreciation system is the timely recovery of capital. The process for calculating the annual accruals is determined by the factors required to define the system. A depreciation system should be defined by four primary factors: 1) a method of allocation; 2) a procedure for applying the method of allocation to a group of property; 3) a technique for applying the depreciation rate; and 4) a model for analyzing the characteristics of vintage groups comprising a continuous property group. 65 The figure below illustrates the basic concept of a depreciation system and includes some of the available parameters. 66 There are hundreds of potential combinations of methods, procedures, techniques, and models, but in practice, analysts use only a few combinations. Ultimately, the system selected must result in the systematic and rational allocation of capital recovery for the utility. Each of the four primary factors defining the parameters of a depreciation system is discussed further below. 64 Wolf supra n. 7, at Id. at 7, Edison Electric Institute, Introduction to Depreciation (inside cover) (EEI April 213). Some definitions of the terms shown in this diagram are not consistent among depreciation practitioners and literature due to the fact that depreciation analysis is a relatively small and fragmented field. This diagram simply illustrates the some of the available parameters of a depreciation system. 4/245 For the City of Mission

41 Appendix A Figure 8: The Depreciation System Cube 1. Allocation Methods The method refers to the pattern of depreciation in relation to the accounting periods. The method most commonly used in the regulatory context is the straight-line method a type of age-life method in which the depreciable cost of plant is charged in equal amounts to each accounting period over the service life of plant. 67 Because group depreciation rates and plant balances often change, the amount of the annual accrual rarely remains the same, even when the straight-line method is employed. 68 The basic formula for the straight-line method is as follows: NARUC supra n. 8, at Id. 69 Id. 41/245 For the City of Mission

RELIABILITY-CENTERED MAINTENANCE (RCM) EVALUATION IN THE INDUSTRY APPLICATION, CASE STUDY: FERTILIZER COMPANY, INDONESIA

RELIABILITY-CENTERED MAINTENANCE (RCM) EVALUATION IN THE INDUSTRY APPLICATION, CASE STUDY: FERTILIZER COMPANY, INDONESIA RELIABILITY-CENTERED MAINTENANCE (RCM) EVALUATION IN THE INDUSTRY APPLICATION, CASE STUDY: FERTILIZER COMPANY, INDONESIA Rahayu Khasanah Department of Industrial Engineering, Institute of Science and Technology

More information

ANALYZING THE SHIP DISPOSAL OPTIONS

ANALYZING THE SHIP DISPOSAL OPTIONS Chapter Six ANALYZING THE SHIP DISPOSAL OPTIONS Chapters Two through Five examined the option of long-term storage and the three ship-disposal options: domestic recycling, overseas recycling, and reefing.

More information

ANNUAL REVIEW OF INDUSTRY EXPERIENCE - FINAL REPORT AS OF DECEMBER 31, 2016 COMMERCIAL VEHICLES ALBERTA AUTO INSURANCE RATE BOARD 29 SEPTEMBER 2017

ANNUAL REVIEW OF INDUSTRY EXPERIENCE - FINAL REPORT AS OF DECEMBER 31, 2016 COMMERCIAL VEHICLES ALBERTA AUTO INSURANCE RATE BOARD 29 SEPTEMBER 2017 ANNUAL REVIEW OF INDUSTRY EXPERIENCE - FINAL REPORT AS OF DECEMBER 31, 2016 COMMERCIAL VEHICLES ALBERTA AUTO INSURANCE RATE BOARD 29 SEPTEMBER 2017 ANNUAL REVIEW OF INDUSTRY EXPERIENCE AS OF DECEMBER 31,

More information

Assessment Summary Report Gulf of Mexico Red Snapper SEDAR 7

Assessment Summary Report Gulf of Mexico Red Snapper SEDAR 7 Assessment Summary Report Gulf of Mexico Red Snapper SEDAR 7 Stock Distribution: Red snapper are found throughout the Gulf of Mexico, the Caribbean Sea, and from the U.S. Atlantic Coast to northern South

More information

Evaluating the Design Safety of Highway Structural Supports

Evaluating the Design Safety of Highway Structural Supports Evaluating the Design Safety of Highway Structural Supports by Fouad H. Fouad and Elizabeth A. Calvert Department of Civil and Environmental Engineering The University of Alabama at Birmingham Birmingham,

More information

OR DUNGENESS CRAB FISHERY:

OR DUNGENESS CRAB FISHERY: E 55 OR DUNGENESS CRAB FISHERY: an economic analysis of productivity and profitability David S. Liao Joe B. Stevens OREGON STATE UNIVERSITY SEA GRANT COLLEGE PROGRAM Publication no. ORESU-T-75-005 AGRICULTURAL

More information

Illinois Institute of Technology Institutional Review Board Handbook of Procedures for the Protection of Human Research Subjects

Illinois Institute of Technology Institutional Review Board Handbook of Procedures for the Protection of Human Research Subjects Illinois Institute of Technology Institutional Review Board Handbook of Procedures for the Protection of Human Research Subjects The Basics of Human Subject Research Protection Federal regulation (Title

More information

Case 1:15-cv EGS Document 52-7 Filed 04/14/17 Page 1 of 7. Exhibit 7

Case 1:15-cv EGS Document 52-7 Filed 04/14/17 Page 1 of 7. Exhibit 7 Case 1:15-cv-00477-EGS Document 52-7 Filed 04/14/17 Page 1 of 7 Exhibit 7 In Support of Plaintiffs Partial Motion for Summary Judgment on Their Endangered Species Act Listing Claims in Center for Biological

More information

Pre Feasibility Study Report Citiwater Cleveland Bay Purification Plant

Pre Feasibility Study Report Citiwater Cleveland Bay Purification Plant SOLAR POWER SPECIALISTS.Pure Power ACN 074 127 718 ABN 85 074 127 718 POWER MAGIC PTY LTD 245 INGHAM RD GARBUTT QLD 4814 Phone: 1800 068 977 Fax: 07 4725 2479 Email: FNQSOLAR@bigpond.com Pre Feasibility

More information

Guidelines for Providing Access to Public Transportation Stations APPENDIX C TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS

Guidelines for Providing Access to Public Transportation Stations APPENDIX C TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS APPENDIX C TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS Transit Station Access Planning Tool Instructions Page C-1 Revised Final Report September 2011 TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS

More information

Analysis of the Article Entitled: Improved Cube Handling in Races: Insights with Isight

Analysis of the Article Entitled: Improved Cube Handling in Races: Insights with Isight Analysis of the Article Entitled: Improved Cube Handling in Races: Insights with Isight Michelin Chabot (michelinchabot@gmail.com) February 2015 Abstract The article entitled Improved Cube Handling in

More information

A SURVEY OF 1997 COLORADO ANGLERS AND THEIR WILLINGNESS TO PAY INCREASED LICENSE FEES

A SURVEY OF 1997 COLORADO ANGLERS AND THEIR WILLINGNESS TO PAY INCREASED LICENSE FEES Executive Summary of research titled A SURVEY OF 1997 COLORADO ANGLERS AND THEIR WILLINGNESS TO PAY INCREASED LICENSE FEES Conducted by USDA Forest Service Rocky Mountain Research Station Fort Collins,

More information

Calculation of Trail Usage from Counter Data

Calculation of Trail Usage from Counter Data 1. Introduction 1 Calculation of Trail Usage from Counter Data 1/17/17 Stephen Martin, Ph.D. Automatic counters are used on trails to measure how many people are using the trail. A fundamental question

More information

A REVIEW OF AGE ADJUSTMENT FOR MASTERS SWIMMERS

A REVIEW OF AGE ADJUSTMENT FOR MASTERS SWIMMERS A REVIEW OF ADJUSTMENT FOR MASTERS SWIMMERS Written by Alan Rowson Copyright 2013 Alan Rowson Last Saved on 28-Apr-13 page 1 of 10 INTRODUCTION In late 2011 and early 2012, in conjunction with Anthony

More information

LAKE BLUFF PARK DISTRICT BLAIR PARK SWIMMING POOL Questions and Answers OVERVIEW

LAKE BLUFF PARK DISTRICT BLAIR PARK SWIMMING POOL Questions and Answers   OVERVIEW LAKE BLUFF PARK DISTRICT BLAIR PARK SWIMMING POOL Questions and Answers www.lakebluffparks.org OVERVIEW Q: How did the community rate the pool on the Community Wide survey? A: The top three highest rated

More information

STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK September 2015

STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK September 2015 THOMAS P. DiNAPOLI COMPTROLLER STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK 12236 GABRIEL F. DEYO DEPUTY COMPTROLLER DIVISION OF LOCAL GOVERNMENT AND SCHOOL ACCOUNTABILITY

More information

Gerald D. Anderson. Education Technical Specialist

Gerald D. Anderson. Education Technical Specialist Gerald D. Anderson Education Technical Specialist The factors which influence selection of equipment for a liquid level control loop interact significantly. Analyses of these factors and their interactions

More information

Functional Classification of Roads and Streets

Functional Classification of Roads and Streets Functional Classification of Roads and Streets J o h n E. B a e r w a ld Professor of Transportation and Traffic Engineering Director, Highway Traffic Safety Center University of Illinois, Urbana-Champaign

More information

Analysis of Shear Lag in Steel Angle Connectors

Analysis of Shear Lag in Steel Angle Connectors University of New Hampshire University of New Hampshire Scholars' Repository Honors Theses and Capstones Student Scholarship Spring 2013 Analysis of Shear Lag in Steel Angle Connectors Benjamin Sawyer

More information

Keywords: Rights-Based Management, Fisheries, Voluntary, Experiment, Chignik

Keywords: Rights-Based Management, Fisheries, Voluntary, Experiment, Chignik VOLUNTARY APPROACHES TO TRANSITIONING FROM COMPETIVE FISHERIES TO RIGHTS-BASED MANAGEMENT Gunnar Knapp, University of Alaska Anchorage, Gunnar.Knapp@uaa.alaska.edu James J. Murphy, University of Alaska

More information

Using Markov Chains to Analyze a Volleyball Rally

Using Markov Chains to Analyze a Volleyball Rally 1 Introduction Using Markov Chains to Analyze a Volleyball Rally Spencer Best Carthage College sbest@carthage.edu November 3, 212 Abstract We examine a volleyball rally between two volleyball teams. Using

More information

ACTUARIAL STUDY OF UNPAID LOSSES AND ALAE AS OF JUNE 30, 2015 CITY OF VIRGINIA BEACH AUGUST 19, 2015

ACTUARIAL STUDY OF UNPAID LOSSES AND ALAE AS OF JUNE 30, 2015 CITY OF VIRGINIA BEACH AUGUST 19, 2015 ACTUARIAL STUDY OF UNPAID LOSSES AND ALAE AS OF JUNE 30, 2015 CITY OF VIRGINIA BEACH AUGUST 19, 2015 ACTUARIAL STUDY AS OF JUNE 30, 2015 CITY OF VIRGINIA BEACH CONTENTS 1. Executive Summary... 1 Purpose

More information

Department of Internal Affairs Mandatory Non-Financial Performance Measures 2013 Roads and Footpaths

Department of Internal Affairs Mandatory Non-Financial Performance Measures 2013 Roads and Footpaths Road Asset Technical Accord - RATA The Centre of Excellence for Road Asset Planning in the Waikato Region Department of Internal Affairs Mandatory Non-Financial Performance Measures 2013 Roads and Footpaths

More information

Chapter 5 DATA COLLECTION FOR TRANSPORTATION SAFETY STUDIES

Chapter 5 DATA COLLECTION FOR TRANSPORTATION SAFETY STUDIES Chapter 5 DATA COLLECTION FOR TRANSPORTATION SAFETY STUDIES 5.1 PURPOSE (1) The purpose of the Traffic Safety Studies chapter is to provide guidance on the data collection requirements for conducting a

More information

A SEMI-PRESSURE-DRIVEN APPROACH TO RELIABILITY ASSESSMENT OF WATER DISTRIBUTION NETWORKS

A SEMI-PRESSURE-DRIVEN APPROACH TO RELIABILITY ASSESSMENT OF WATER DISTRIBUTION NETWORKS A SEMI-PRESSURE-DRIVEN APPROACH TO RELIABILITY ASSESSMENT OF WATER DISTRIBUTION NETWORKS S. S. OZGER PhD Student, Dept. of Civil and Envir. Engrg., Arizona State Univ., 85287, Tempe, AZ, US Phone: +1-480-965-3589

More information

Report to the Joint Standing Committee on Inland Fisheries and Wildlife

Report to the Joint Standing Committee on Inland Fisheries and Wildlife Report to the Joint Standing Committee on Inland Fisheries and Wildlife As Required by 12 Section 10107-A White-tailed Deer Population Management Written By: Wildlife Management Staff, Inland Fisheries

More information

R.H. Hobbs, Chair N.F. Nicholls, Commissioner October 6, 2006 L.A. O Hara, Commissioner O R D E R

R.H. Hobbs, Chair N.F. Nicholls, Commissioner October 6, 2006 L.A. O Hara, Commissioner O R D E R BRITISH COLUMBIA UTILITIES COMMISSION ORDER NUMBER G-124-06 SIXTH FLOOR, 900 HOWE STREET, BOX 250 VANCOUVER, B.C. V6Z 2N3 CANADA web site: http://www.bcuc.com TELEPHONE: (604) 660-4700 BC TOLL FREE: 1-800-663-1385

More information

INITIAL REPORTS RELATING TO ACCOUNTING SEPARATION OF TELSTRA

INITIAL REPORTS RELATING TO ACCOUNTING SEPARATION OF TELSTRA INITIAL REPORTS RELATING TO ACCOUNTING SEPARATION OF TELSTRA December 2003 Table of contents Executive Summary... 3 1 Introduction... 5 2 Current cost report... 7 2.1 The extent to which the initial report

More information

IMPROVING POPULATION MANAGEMENT AND HARVEST QUOTAS OF MOOSE IN RUSSIA

IMPROVING POPULATION MANAGEMENT AND HARVEST QUOTAS OF MOOSE IN RUSSIA IMPROVING POPULATION MANAGEMENT AND HARVEST QUOTAS OF MOOSE IN RUSSIA Vladimir M. Glushkov Research Institute of Game Management and Fur Farming, Kirov, Russia. ABSTRACT: Annual harvest quotas for moose

More information

Major League Baseball Offensive Production in the Designated Hitter Era (1973 Present)

Major League Baseball Offensive Production in the Designated Hitter Era (1973 Present) Major League Baseball Offensive Production in the Designated Hitter Era (1973 Present) Jonathan Tung University of California, Riverside tung.jonathanee@gmail.com Abstract In Major League Baseball, there

More information

Xcel Energy (Baa3/BBB-)

Xcel Energy (Baa3/BBB-) January 28, 2004 Fixed Income Research Recommendation: Market Perform Credit Trend: Improving Jacob P. Mercer, CFA Senior Research Analyst 612-303-1609 jacob.p.mercer@pjc.com Mark D. Churchill Associate

More information

INFORMATION ON AND APPLICATION TO USE ACT RACE FIELD INFORMATION

INFORMATION ON AND APPLICATION TO USE ACT RACE FIELD INFORMATION INFORMATION ON AND APPLICATION TO USE ACT RACE FIELD INFORMATION CONTENTS Section 1. Instructions on completing the application form Section 2. Information for the applicant Section 3. Application Form

More information

Traffic Impact Study. Westlake Elementary School Westlake, Ohio. TMS Engineers, Inc. June 5, 2017

Traffic Impact Study. Westlake Elementary School Westlake, Ohio. TMS Engineers, Inc. June 5, 2017 TMS Engineers, Inc. Traffic Impact Study Westlake Elementary School Westlake, Ohio June 5, 2017 Prepared for: Westlake City Schools - Board of Education 27200 Hilliard Boulevard Westlake, OH 44145 TRAFFIC

More information

AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS

AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS 1. AB Amber Grid Rules for Natural Gas Transmission System Balancing (hereinafter - the Rules) are designed to identify

More information

Contingent Valuation Methods

Contingent Valuation Methods ECNS 432 Ch 15 Contingent Valuation Methods General approach to all CV methods 1 st : Identify sample of respondents from the population w/ standing 2 nd : Respondents are asked questions about their valuations

More information

NASCO Guidelines for the Management of Salmon Fisheries

NASCO Guidelines for the Management of Salmon Fisheries NASCO Guidelines for the Management of Salmon Fisheries NASCO Guidelines for the Management of Salmon Fisheries Additional copies of these Guidelines can be obtained free of charge from: The Secretary

More information

Asset Replacement Plan Town of Bradford West Gwillimbury

Asset Replacement Plan Town of Bradford West Gwillimbury Asset Replacement Plan Town of Bradford West Gwillimbury February 2012 11 Allstate Parkway, Suite 310, Markham, Ontario L3R 9T8 (Tel) 905.752.4300 (Fax) 905.752.4301 Town of Bradford West Gwillimbury Asset

More information

Development and Evolution of an Asset Management Organization

Development and Evolution of an Asset Management Organization Development and Evolution of an Asset Management Organization Art Kruppenbacher Manager Asset Management October 21, 2015 About the Iberdrola Group Headquartered in Spain 109-year history 28,000 employees

More information

Tennis Victoria Club Guide Coach Relationship

Tennis Victoria Club Guide Coach Relationship Tennis Victoria Club Guide Coach Relationship Background Tennis is in a unique position as the sport has a large workforce of qualified & skilled development officers at its disposal the professional tennis

More information

Internet Technology Fundamentals. To use a passing score at the percentiles listed below:

Internet Technology Fundamentals. To use a passing score at the percentiles listed below: Internet Technology Fundamentals To use a passing score at the percentiles listed below: PASS candidates with this score or HIGHER: 2.90 High Scores Medium Scores Low Scores Percentile Rank Proficiency

More information

Kiefner & Associates, Inc.

Kiefner & Associates, Inc. Kiefner & Associates, Inc. KAPA FAQs What does KAPA stand for? KAPA is an acronym for Kiefner & Associates Pipe Assessment. What does KAPA do? KAPA calculates an estimated failure pressure of a pipe affected

More information

Procurement for the Tokyo 2020 Organising Committee

Procurement for the Tokyo 2020 Organising Committee Procurement for the Tokyo 2020 Organising Committee A guide to procedures and important points for enterprises wishing to make transactions April 2017 The Tokyo Organising Committee of the Olympic and

More information

Compression Study: City, State. City Convention & Visitors Bureau. Prepared for

Compression Study: City, State. City Convention & Visitors Bureau. Prepared for : City, State Prepared for City Convention & Visitors Bureau Table of Contents City Convention & Visitors Bureau... 1 Executive Summary... 3 Introduction... 4 Approach and Methodology... 4 General Characteristics

More information

A Fair Target Score Calculation Method for Reduced-Over One day and T20 International Cricket Matches

A Fair Target Score Calculation Method for Reduced-Over One day and T20 International Cricket Matches A Fair Target Score Calculation Method for Reduced-Over One day and T20 International Cricket Matches Rohan de Silva, PhD. Abstract In one day internationals and T20 cricket games, the par score is defined

More information

AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS

AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS AB AMBER GRID RULES FOR NATURAL GAS TRANSMISSION SYSTEM BALANCING I. GENERAL PROVISIONS 1. AB Amber Grid Rules for Natural Gas Transmission System Balancing (hereinafter - the Rules) are designed to identify

More information

Infrared Thermal Imaging, Inc.

Infrared Thermal Imaging, Inc. www.itimaging.com Infrared Inspection Data and Addressing Discrepancies in A Fired Heater Program By Ty Keeth Infrared inspection of fired heaters has quickly become the standard for fired heater inspection.

More information

Mississippi Prepaid Affordable College Tuition Plan Pricing Report for the 2018/2019 Academic Year

Mississippi Prepaid Affordable College Tuition Plan Pricing Report for the 2018/2019 Academic Year Mississippi Prepaid Affordable College Tuition Plan Pricing Report for the 2018/2019 Academic Year August 10, 2018 Board of Trustees Mississippi Prepaid Affordable College Tuition Plan 501 North West Street,

More information

Economic Transformation and Recovery in Hong Kong and Singapore

Economic Transformation and Recovery in Hong Kong and Singapore School of Economics and Finance, The University of Hong Kong Presentation given at the followings : - Zonta Club 1999 Accountancy Conference, Vocational Training Council on October 8, 1999 The Society

More information

Traffic safety developments in Poland

Traffic safety developments in Poland Traffic safety developments in Poland Siem Oppe D-2001-8 Traffic safety developments in Poland A research note D-2001-8 Siem Oppe Leidschendam, 2001 SWOV Institute for Road Safety Research, The Netherlands

More information

PSM I PROFESSIONAL SCRUM MASTER

PSM I PROFESSIONAL SCRUM MASTER PSM I PROFESSIONAL SCRUM MASTER 1 Upon What kind of process control is SCRUM based? a) IDEAL b) SCRUM enterprise c) Empirical d) Agile 2 If burndown charts are used to visualize progress, what do they

More information

Wade Reynolds 1 Frank Young 1,2 Peter Gibbings 1,2. University of Southern Queensland Toowoomba 4350 AUSTRALIA

Wade Reynolds 1 Frank Young 1,2 Peter Gibbings 1,2. University of Southern Queensland Toowoomba 4350 AUSTRALIA A Comparison of Methods for Mapping Golf Greens Wade Reynolds 1 Frank Young 1,2 Peter Gibbings 1,2 1 Faculty of Engineering and Surveying 2 Australian Centre for Sustainable Catchments University of Southern

More information

Owl Canyon Corridor Project Overview and Summary

Owl Canyon Corridor Project Overview and Summary Owl Canyon Corridor Project Overview and Summary December 22, 2008 The Owl Canyon corridor (generally the connection between the I-25 / Larimer County Road 70 interchange and the US 287 / Larimer County

More information

ASSESSING THE RELIABILITY OF FAIL-SAFE STRUCTURES INTRODUCTION

ASSESSING THE RELIABILITY OF FAIL-SAFE STRUCTURES INTRODUCTION ASSESSING THE RELIABILITY OF FAIL-SAFE STRUCTURES Abraham Brot * Abstract: A computer simulation method is described, that can be used to assess the reliability of a dual-path fail-safe design. The method

More information

STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK September 2015

STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK September 2015 THOMAS P. DiNAPOLI COMPTROLLER STATE OF NEW YORK OFFICE OF THE STATE COMPTROLLER 110 STATE STREET ALBANY, NEW YORK 12236 GABRIEL F. DEYO DEPUTY COMPTROLLER DIVISION OF LOCAL GOVERNMENT AND SCHOOL ACCOUNTABILITY

More information

Evaluating the Influence of R3 Treatments on Fishing License Sales in Pennsylvania

Evaluating the Influence of R3 Treatments on Fishing License Sales in Pennsylvania Evaluating the Influence of R3 Treatments on Fishing License Sales in Pennsylvania Prepared for the: Pennsylvania Fish and Boat Commission Produced by: PO Box 6435 Fernandina Beach, FL 32035 Tel (904)

More information

When Bad Things Happen to Good Property

When Bad Things Happen to Good Property When Bad Things Happen to Good Property Table of Contents Biographies...xi Foreword....xvii Chapter 1: Introduction Part I: Real Estate I. Did Something Bad Happen to Your Property?........ 1 II. Scope

More information

PETITION TO THE COURT

PETITION TO THE COURT 19-Jan-16 Victoria IN THE SUPREME COURT OF BRITISH COLUMBIA Court File No. VIC-S-S-160210 No: Victoria Registry Between: PACIFIC WILD ALLIANCE and VALHALLA WILDERNESS SOCIETY PETITIONERS And: THE MINISTER

More information

Failure Data Analysis for Aircraft Maintenance Planning

Failure Data Analysis for Aircraft Maintenance Planning Failure Data Analysis for Aircraft Maintenance Planning M. Tozan, A. Z. Al-Garni, A. M. Al-Garni, and A. Jamal Aerospace Engineering Department King Fahd University of Petroleum and Minerals Abstract This

More information

ALBERTA AUTOMOBILE INSURANCE RATE BOARD

ALBERTA AUTOMOBILE INSURANCE RATE BOARD ANNUAL REVIEW OF INDUSTRY EXPERIENCE FINAL REPORT AS OF JUNE 30, 2017 PRIVATE PASSENGER VEHICLES ALBERTA AUTOMOBILE INSURANCE RATE BOARD 27 MARCH 2018 ANNUAL REVIEW OF INDUSTRY EXPERIENCE AS OF JUNE 30,

More information

Summary of Proposal to Upgrade Swimming Facilities for the Wanaka Ward

Summary of Proposal to Upgrade Swimming Facilities for the Wanaka Ward Attachment B Summary of Proposal to Upgrade Swimming Facilities for the Wanaka Ward Introduction The Queenstown Lakes District Council is proposing to build an eight lane lap pool and a learners pool costing

More information

Homeostasis and Negative Feedback Concepts and Breathing Experiments 1

Homeostasis and Negative Feedback Concepts and Breathing Experiments 1 Homeostasis and Negative Feedback Concepts and Breathing Experiments 1 I. Homeostasis and Negative Feedback Homeostasis refers to the maintenance of relatively constant internal conditions. For example,

More information

Population Parameters and Their Estimation. Uses of Survey Results. Population Terms. Why Estimate Population Parameters? Population Estimation Terms

Population Parameters and Their Estimation. Uses of Survey Results. Population Terms. Why Estimate Population Parameters? Population Estimation Terms Population Parameters and Their Estimation Data should be collected with a clear purpose in mind. Not only a clear purpose, but a clear idea as to the precise way in which they will be analysed so as to

More information

Submission to the Victorian Government s Review into Static Betting Advertising

Submission to the Victorian Government s Review into Static Betting Advertising Submission to the Victorian Government s Review into Static Betting Advertising 19 September 2016 About bet365 bet365 is a privately held group of companies which was founded in Stoke-on-Trent in the UK

More information

Special edition paper

Special edition paper Development of a Track Management Method for Shinkansen Speed Increases Shigeaki Ono** Takehiko Ukai* We have examined the indicators of appropriate track management that represent the ride comfort when

More information

STATE OF MINNESOTA IN COURT OF APPEALS. Court File No. A Petitioners, Respondents.

STATE OF MINNESOTA IN COURT OF APPEALS. Court File No. A Petitioners, Respondents. STATE OF MINNESOTA IN COURT OF APPEALS Court File No. A12-1680 Center for Biological Diversity, Howling for Wolves, Petitioners, vs. AFFIDAVIT OF JOHN D. ERB Minnesota Department of Natural Resources,

More information

Novel empirical correlations for estimation of bubble point pressure, saturated viscosity and gas solubility of crude oils

Novel empirical correlations for estimation of bubble point pressure, saturated viscosity and gas solubility of crude oils 86 Pet.Sci.(29)6:86-9 DOI 1.17/s12182-9-16-x Novel empirical correlations for estimation of bubble point pressure, saturated viscosity and gas solubility of crude oils Ehsan Khamehchi 1, Fariborz Rashidi

More information

5.1 Introduction. Learning Objectives

5.1 Introduction. Learning Objectives Learning Objectives 5.1 Introduction Statistical Process Control (SPC): SPC is a powerful collection of problem-solving tools useful in achieving process stability and improving capability through the

More information

Business Plan Presentation

Business Plan Presentation 2019 Department of Water Resources Business Plan Presentation Wednesday, August 29, 2018 Mission To Provide Superior Water Services at an Excellent Value Vision To be widely recognized as a leader in the

More information

STAFF PAPER. TRG Agenda ref 47. November 9, 2015

STAFF PAPER. TRG Agenda ref 47. November 9, 2015 TRG Agenda ref 47 STAFF PAPER Project Paper topic November 9, 2015 FASB/IASB Joint Transition Resource Group for Revenue Recognition Whether Fixed Odds Wagering Contracts are Included or Excluded from

More information

International Journal of Technical Research and Applications e-issn: , Volume 4, Issue 3 (May-June, 2016), PP.

International Journal of Technical Research and Applications e-issn: ,  Volume 4, Issue 3 (May-June, 2016), PP. DESIGN AND ANALYSIS OF FEED CHECK VALVE AS CONTROL VALVE USING CFD SOFTWARE R.Nikhil M.Tech Student Industrial & Production Engineering National Institute of Engineering Mysuru, Karnataka, India -570008

More information

I Pedestrian Count Summary 1. II. Comparisons of Previous Years Data 3. III. Exhibits and Projections 5

I Pedestrian Count Summary 1. II. Comparisons of Previous Years Data 3. III. Exhibits and Projections 5 Table of Contents Pedestrian Count Summary 2010 Update, Downtown Cincinnati Inc. I. 2010 Pedestrian Count Summary 1 II. Comparisons of Previous Years Data 3 III. Exhibits and Projections 5 List of Figures

More information

Value of time, safety and environment in passenger transport Time

Value of time, safety and environment in passenger transport Time TØI report 1053B/2010 Author(s): Farideh Ramjerdi, Stefan Flügel, Hanne Samstad and Marit Killi Oslo 2010, 324 pages Norwegian language Summary: Value of time, safety and environment in passenger transport

More information

Improving the Australian Open Extreme Heat Policy. Tristan Barnett

Improving the Australian Open Extreme Heat Policy. Tristan Barnett Improving the Australian Open Extreme Heat Policy Tristan Barnett Introduction One of the characteristics of tennis is that you do not know when the match is going to finish, and a long match is a real

More information

Exemplar for Internal Assessment Resource Geography Level 3. Resource title: The Coastal Environment Kaikoura

Exemplar for Internal Assessment Resource Geography Level 3. Resource title: The Coastal Environment Kaikoura Exemplar for internal assessment resource Geography 3.5A for Achievement Standard 91430 Exemplar for Internal Assessment Resource Geography Level 3 Resource title: The Coastal Environment Kaikoura This

More information

AMERICAN ACADEMY OF ACTUARIES MEDICARE SUPPLEMENT WORK GROUP SUBTEAM REPORT ON LOSS RATIO CURVES FOR REDETERMINATION OF REFUND BENCHMARKS

AMERICAN ACADEMY OF ACTUARIES MEDICARE SUPPLEMENT WORK GROUP SUBTEAM REPORT ON LOSS RATIO CURVES FOR REDETERMINATION OF REFUND BENCHMARKS AMERICAN ACADEMY OF ACTUARIES MEDICARE SUPPLEMENT WORK GROUP SUBTEAM REPORT ON LOSS RATIO CURVES FOR REDETERMINATION OF REFUND BENCHMARKS March 10, 2004 The American Academy of Actuaries is the public

More information

Discussion on the Selection of the Recommended Fish Passage Design Discharge

Discussion on the Selection of the Recommended Fish Passage Design Discharge Discussion on the Selection of the Recommended Fish Passage Design Discharge Introduction The provision of fish passage is a requirement for most proposed culvert and bridge installations in Alberta, depending

More information

The Kanban Guide for Scrum Teams

The Kanban Guide for Scrum Teams The Kanban Guide for Scrum Teams February 2018 Developed and sustained by Scrum.org and Daniel Vacaniti Table of Contents Purpose... 3 Relation to the Scrum Guide... 3 Definition of Kanban... 3 Kanban

More information

Presented to the International Technical Rescue Symposium, November Abstract

Presented to the International Technical Rescue Symposium, November Abstract Presented to the International Technical Rescue Symposium, November 21 Presented by: Chuck Weber, PMI Quality Manager Abstract This paper presents the results of 162 individual drop tests performed at

More information

23 RD INTERNATIONAL SYMPOSIUM ON BALLISTICS TARRAGONA, SPAIN APRIL 2007

23 RD INTERNATIONAL SYMPOSIUM ON BALLISTICS TARRAGONA, SPAIN APRIL 2007 23 RD INTERNATIONAL SYMPOSIUM ON BALLISTICS TARRAGONA, SPAIN 16-20 APRIL 2007 AN INVESTIGATION INTO THE INTERRELATION BETWEEN THE INTERNAL AND EXTERNAL BALLISTICS OF FIRING A TP-T TANK AMMUNITION M. H.

More information

Verification of Peening Intensity

Verification of Peening Intensity academic study by Dr. David Kirk Coventry University Verification of Peening Intensity INTRODUCTION Verification of peening intensity is described in SAE J443 using just the three paragraphs of section

More information

EXHIBIT ARWA-700 TESTIMONY OF PAUL BRATOVICH

EXHIBIT ARWA-700 TESTIMONY OF PAUL BRATOVICH EXHIBIT ARWA-700 TESTIMONY OF PAUL BRATOVICH 1. I am a fisheries biologist employed by the firm of HDR, Inc. I hold a Bachelor of Science degree in Fisheries from the University of Washington, located

More information

VI.D AIR DISCONNECT SWITCHES

VI.D AIR DISCONNECT SWITCHES VI.D AIR DISCONNECT SWITCHES DMS #568451 Page 1 of 20 Revised: 02/01/2011 GUIDE FOR DETERMINATION OF DISCONNECT SWITCH RATINGS PJM INTERCONNECTION Heritage MAAC Group A task force of the Transmission and

More information

Energy capture performance

Energy capture performance Energy capture performance Cost of energy is a critical factor to the success of marine renewables, in order for marine renewables to compete with other forms of renewable and fossil-fuelled power generation.

More information

The Impact of TennCare: A Survey of Recipients 2009

The Impact of TennCare: A Survey of Recipients 2009 The Impact of TennCare: A Survey of Recipients 2009 Christopher Carty Research Associate, Center for Business and Economic Research William F. Fox Director, Center for Business and Economic Research and

More information

Fiscal Impact of SunTrust Park and The Battery Atlanta on Cobb County Executive Summary Sept. 18, 2018

Fiscal Impact of SunTrust Park and The Battery Atlanta on Cobb County Executive Summary Sept. 18, 2018 Fiscal Impact of SunTrust Park and The Battery Atlanta on Cobb County Executive Summary Sept. 18, 2018 Overview Historically, professional sports stadiums were privately owned by the sports teams that

More information

2010 TRAVEL TIME REPORT

2010 TRAVEL TIME REPORT CASUALTY ACTUARIAL SOCIETY EDUCATION POLICY COMMITTEE 2010 TRAVEL TIME REPORT BIENNIAL REPORT TO THE BOARD OF DIRECTORS ON TRAVEL TIME STATISTICS FOR CANDIDATES OF THE CASUALTY ACTUARIAL SOCIETY June 2011

More information

CHAIRMAN S LETTER 1 INTRODUCTION 3 2 PROFILE AEGON PROFILE REPORT SCOPE 5

CHAIRMAN S LETTER 1 INTRODUCTION 3 2 PROFILE AEGON PROFILE REPORT SCOPE 5 CONTENTS CHAIRMAN S LETTER 1 1 INTRODUCTION 3 2 PROFILE 4 2.1 AEGON PROFILE 4 2.2 REPORT SCOPE 5 3 ECONOMIC PERFORMANCE 6 3.1. POLICYHOLDERS 6 3.2. EMPLOYEES 6 3.3. CAPITAL PROVIDERS 7 3.4. SUPPLIERS AND

More information

ST. JOHNS GOLF CLUB PHASE II FINDINGS, PHASE III RECOMMENDATION, AND POTENTIAL PARTNERSHIP OPPORTUNITY

ST. JOHNS GOLF CLUB PHASE II FINDINGS, PHASE III RECOMMENDATION, AND POTENTIAL PARTNERSHIP OPPORTUNITY ST. JOHNS GOLF CLUB PHASE II FINDINGS, PHASE III RECOMMENDATION, AND POTENTIAL PARTNERSHIP OPPORTUNITY Board of County Commissioners January 16, 2018 Introduction St. Johns Golf Club: Opened in 1989.

More information

The Willingness to Walk of Urban Transportation Passengers (A Case Study of Urban Transportation Passengers in Yogyakarta Indonesia)

The Willingness to Walk of Urban Transportation Passengers (A Case Study of Urban Transportation Passengers in Yogyakarta Indonesia) The Willingness to Walk of Urban Transportation Passengers (A Case Study of Urban Transportation Passengers in Yogyakarta Indonesia) Imam Basuki 1,a 1 Civil Engineering Program Faculty of Engineering -

More information

TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES

TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES TRIP GENERATION RATES FOR SOUTH AFRICAN GOLF CLUBS AND ESTATES M M Withers and C J Bester Department of Civil Engineering University of Stellenbosch, Private Bag X1, Matieland, 7602 ABSTRACT There has

More information

ANALYSIS OF SATURATION FLOW RATE FLUCTUATION FOR SHARED LEFT-TURN LANE AT SIGNALIZD INTERSECTIONS *

ANALYSIS OF SATURATION FLOW RATE FLUCTUATION FOR SHARED LEFT-TURN LANE AT SIGNALIZD INTERSECTIONS * ANALYSIS OF SATURATION FLOW RATE FLUCTUATION FOR SHARED LEFT-TURN LANE AT SIGNALIZD INTERSECTIONS * By Peng CHEN**, Hideki NAKAMURA*** and Miho ASANO**** 1. Introduction In urban corridor performance evaluation,

More information

Central Hills Prairie Deer Goal Setting Block G9 Landowner and Hunter Survey Results

Central Hills Prairie Deer Goal Setting Block G9 Landowner and Hunter Survey Results Central Hills Prairie Deer Goal Setting Block G9 Landowner and Hunter Survey Results Table of Contents Public Surveys for Deer Goal Setting... 1 Methods... 1 Hunter Survey... 2 Demographics... 2 Population

More information

Downtown Bozeman Parking Study

Downtown Bozeman Parking Study Downtown Bozeman Parking Study A Project Completed for the City of Bozeman Parking Commission Prepared by David Veneziano, Ph.D. Research Scientist and Ahmed Al-Kaisy Ph.D. P.E. Program Manager Safety

More information

WANAKA SWIMMING FACILITIES STATEMENT OF PROPOSAL

WANAKA SWIMMING FACILITIES STATEMENT OF PROPOSAL WANAKA SWIMMING FACILITIES STATEMENT OF PROPOSAL 17 October 2014 Contents Executive Summary Background National Guidelines The Status Quo Issue One Timing Issue Two Location Issue Three Size Issue Four

More information

ASX Announcement. Target Energy Fairway Reserves Update. Corporate information. 20 September 2017

ASX Announcement. Target Energy Fairway Reserves Update. Corporate information. 20 September 2017 Target Energy Fairway Reserves Update Fairway Proven Reserves (net to Target) of 3.19 million barrels of oil equivalent (MMBOe) as of 30 June 2017 2017 update increases Fairway Proven Reserves by 11% Total

More information

Attachment Pro Forma Pro Forma Regulatory Statements Revised proposed access arrangement information

Attachment Pro Forma Pro Forma Regulatory Statements Revised proposed access arrangement information Attachment Pro Forma Pro Forma Regulatory Statements Revised proposed access arrangement information 14 June 2018 Access arrangement information for the period 1 July 2017 to 30 June 2022 Western Power

More information

Hunter and Angler Expenditures, Characteristics, and Economic Effects, North Dakota,

Hunter and Angler Expenditures, Characteristics, and Economic Effects, North Dakota, Agribusiness and Applied Economics Report No. 507-S January 2003 Hunter and Angler Expenditures, Characteristics, and Economic Effects, North Dakota, 2001-2002 Dean A. Bangsund and F. Larry Leistritz*

More information

Fisheries Management Standard. Version 2.0

Fisheries Management Standard. Version 2.0 Enacted in Japanese: 2017.10.03 Effective in Japanese: 2018.02.01 Fisheries Management Standard Version 2.0 Marine Eco-Label Japan Council (2018) Introduction Marine Eco-Label Japan (MEL) Council have

More information

PUBLIC SERVICE COMMISSION OF WEST VIRGINIA CHARLESTON

PUBLIC SERVICE COMMISSION OF WEST VIRGINIA CHARLESTON PUBLIC SERVICE COMMISSION OF WEST VIRGINIA CHARLESTON At a session of the PUBLIC SERVICE COMMISSION OF WEST VIRGINIA in the City of Charleston on the 25'h day of June, 2015. CASE NO. 14-0499-G-C LONGVIEW

More information

Final Report, October 19, Socioeconomic characteristics of reef users

Final Report, October 19, Socioeconomic characteristics of reef users Socioeconomic Study of Reefs in Southeast Florida - Executive Summary By Hazen and Sawyer in association with Florida State University and National Oceanic and Atmospheric Administration, October 19, 2001

More information