Weather Derivatives. AgBiz Insurance Workshop 08 October Raphael N. Karuaihe, PhD

Size: px
Start display at page:

Download "Weather Derivatives. AgBiz Insurance Workshop 08 October Raphael N. Karuaihe, PhD"

Transcription

1 Weather Derivatives AgBiz Insurance Workshop 08 October 2015 Raphael N. Karuaihe, PhD

2

3 Need for Weather Derivatives Weather conditions tend to affect volume and usage more than they directly affect the price, but volume and usage directly affect the price. Although the prices may change as a consequence of unusually high or low demand or supply, price adjustments don't necessarily compensate for lost revenues resulting from unseasonable weather.

4 Weather Impacts Volume PRICE x VOLUME = REVENUE PRICE RISK MANAGEMENT + WEATHER RISK MANAGEMENT LOWER EARNINGS VOLATILITY 4

5 Weather parameters as a commodity Insurance has been the main tool used by companies and farmers for protection against unexpected weather conditions. But insurance provides protection only against catastrophic damage. Insurance does not protect against the reduced demand and revenue that businesses experience as a result of weather. Weather derivatives cover low-risk, high-probability events. Weather insurance, on the other hand, typically covers high-risk, low-probability events, as defined in a highly tailored, or customized, policy. Insurance has to be taken before the risk period starts 5

6 Who buys weather risk management products? Agricult ure Const ruct ion Energy Ent ert ainment Government s Insurance Manuf act uring Ret ail ing T rans port at ion Crop yield, handling, st orage, pest s Del ays, incent ive/ disincent ive clauses Reduced and/ or excessive demand Post ponement s, reduced at t endance Budget overruns Increased claims, premium diversif icat ion Reduced demand, increased raw mat erial cost s Reduced demand of weat her-sensit ive product s Budget overruns, delays

7 Typical Weather Futures and Options Futures: It s a type of weather derivative that obligates the buyer to purchase the value of the underlying weather index measured in rain index (RI), high degree days (HDD) or low degree days (LDD) at a future date. Options: Exchange traded options where the value is determined by using the underlying weather futures. In OTC options value can be determined using actual and forecasted weather data.

8 Need for Weather Futures Weather influences our daily lives and choices, and has an enormous impact on corporate revenues and earnings. Agriculture, energy, entertainment, construction, travel and others sectors The SAIA (South African Insurance Association) and IISA (Insurance Institute of South Africa) report to have given R 1 billion insurance claims for massive damage due to extreme weather events during , with actual losses more than over R 1.5 billion in agriculture sector. Weather futures are necessary for price discovery in the weather market and it forms the basis for other exchange traded products

9 Need for Weather Options Better capture the requirements of a set of customers Floated at the behest of large customers and others chip in Need a liquid weather future market for reference

10 Weather Futures and Options - CME In 1999, the Chicago Mercantile Exchange (CME) took weather derivatives a step further and introduced exchange-traded weather futures and options on futures - the first products of their kind. CME weather futures and options on futures are standardized contracts traded publicly on the open market in an electronic auction-like environment, with continuous negotiation of prices and complete price transparency. CME weather futures and options on futures are exchange-traded derivatives that - by means of specific indexes - reflect monthly and seasonal average temperatures of 15 U.S. and five European cities. These derivatives are legally binding agreements made between two parties, and settled in cash. Each contract is based on the final monthly or seasonal index. Weather futures volume is currently over 634,000 and has increased 10% yearly. Open Interest has reached 349,000 and Notional value has surpassed $50 billion. Indices are HDD, CDD/CAT

11 Weather Options - OTC Crop Location Settlement Station Grapes Groblershoop Upington Airport Cold Degree Day Index Definition Date From Date to Daily Minimum temperature below the strike 1-Sep Oct-14 Strike 1 4 C Strike 2 3 C Strike 3 2 C Notional 1 (ZAR/ C) 4000 Notional 2 (ZAR/ C) 6000 Notional 3 (ZAR/ C) Total Sum Insured (ZAR) 1,000,000 Maximum Payoff (ZAR) Average Payoff (ZAR) Premium (ZAR) 90,000

12 Weather Derivatives for SA Crop Area Distribution - Maize

13 Maize Growing Regions and Weather Stations

14 Ideal Weather Parameter Rainfall plays a major role in production of Maize. From many studies, it is found that precipitation increase had a positive effect and decrease had a negative effect on net revenue. Example: Rain Index for Maize Crop Rain Index and Crop yield at various locations over the years in Free State Province (Correlation 0.7)

15 Rainfall Index and Price of Crop

16 Rainfall Index Futures Location : Bloemfontein Rainfall Index Symbol BLOEMRAIN Contract Available for Trading Trading period 1 st November to 31 st March Trading session Mondays to Fridays 9:00 am to 5:00 pm Trading Trading Unit (one lot size) 600 ( times of Rainfall Index ) Rainfall Index Definition Rainfall index defined as sum of cumulative daily rainfall for the contract period. Quotation/ Base value 600 times 355 R ( 355 is the normal rainfall in the contract period) Maximum order size 100 contracts (1 contract = 600 times of Rainfall INDEX) Tick size (minimum price movement) R 600 Daily price limits 9 % Initial Margin R (@ 10% of the expected unit contract value i.e. 600*355) Special Margin Maximum Allowable open position Client level Maximum Allowable Open Position Member level In case of additional volatility, a special margin at such percentage, as deemed fit, will be imposed immediately on both buy and sale side in respect of all outstanding position, which will remain in force for next 3 days, after which the special margin will be relaxed To be decided 25% of the open market position

17 Daily Settlement Procedure Tier 1: JSE market data The baseline for the settlement is the price of the last trade that occurs on JSE as of the snapshot time, a randomly selected time between 15:00 and 15:15 Central Time (CT). The last trade must have at least 10 lots in order for its price to be used as the baseline. Tier 2: Absence of market data In the absence of market data, a contract settles to the prior-day price. Tie 3: Within the accumulation period A contract in the accumulation period may be adjusted to the actual daily accumulation of heating degrees plus the 10-year average of heating degrees for each of the days remaining of the period. The heating degrees for a given day are the total number of degrees that the average outside air temperature drops below the base temperature of 65 F (or 18 C for non-u.s. cities).

18 Settlement Data Weather data will be captured at the sites from which historical data is required Equipment as per WMO standards Back up stations defined to provide back up data Hourly Data will be provided at a 6-12 hour lag A panel of Meteorologists will monitor data Cross check against satellite, surrounding stations, other parameters Procedure will be given on JSE s site

19 Where to from here? FSB JSE Legal Council to make a case for weather derivatives to be recognized as security; Recognize weather derivatives as security. Pilot Projects Weather OTC transactions, cleared on the JSE Exchange traded products Weather futures and Options Education, education, education

20 THANK YOU! Tel: (011)

Weather Risk Management. Salah DHOUIB Underwriter Paris Re

Weather Risk Management. Salah DHOUIB Underwriter Paris Re 1 Weather Risk Management Salah DHOUIB Underwriter Paris Re 2 T A B L E Index Based Weather Covers Energy Index Based Reinsurance Humanitarian Aid Market Figures 3 Concept of index based weather covers:

More information

Weather Derivatives-Pricing and Design Issue in India

Weather Derivatives-Pricing and Design Issue in India Weather Derivatives-Pricing and Design Issue in India By Anshul Anand & Surendra Mahadik Introduction: In the last decades, agricultural policies of certain countries focused on adopting and strengthening

More information

WEATHER DERIVATIVES - A NEW CONCEPT IN THE WEATHER INSURANCES NARCIS EDUARD MITU

WEATHER DERIVATIVES - A NEW CONCEPT IN THE WEATHER INSURANCES NARCIS EDUARD MITU WEATHER DERIVATIVES - A NEW CONCEPT IN THE WEATHER INSURANCES NARCIS EDUARD MITU Narcis Eduard MITU, Lecturer, PhD. University of Craiova, Romania Keywords: weather derivative, risk management, HDD index,

More information

Speedwell Weather. Topics: Setting up a weather desk (a shopping list)

Speedwell Weather. Topics: Setting up a weather desk (a shopping list) Speedwell Weather Topics: Setting up a weather desk (a shopping list) As Presented to the Weather Risk Management Association, Dusseldorf September 2011 RWE Trading Floor (Europe's largest energy trading

More information

One way to deal with the unpredictable costs of winter weather. By Shane Belvin

One way to deal with the unpredictable costs of winter weather. By Shane Belvin One way to deal with the unpredictable costs of winter weather. By Shane Belvin 32 INTERNATIONAL PARKING INSTITUTE SEPTEMBER 2016 Believe it or not, snow and ice are right around the corner. The volatility

More information

WEATHER DERIVATIVES AS A VEHICLE TO REALISE THE SKILL OF SEASONAL FORECASTS

WEATHER DERIVATIVES AS A VEHICLE TO REALISE THE SKILL OF SEASONAL FORECASTS JP1.6 WEATHER DERIVATIVES AS A VEHICLE TO REALISE THE SKILL OF SEASONAL FORECASTS Harvey Stern* and Shoni S. Dawkins** Bureau of Meteorology, Melbourne, Australia 1. INTRODUCTION 1.1 Historical Note More

More information

A STOCHASTIC DAILY MEAN TEMPERATURE MODEL FOR WEATHER DERIVATIVES

A STOCHASTIC DAILY MEAN TEMPERATURE MODEL FOR WEATHER DERIVATIVES A STOCHASTIC DAILY MEAN TEMPERATURE MODEL FOR WEATHER DERIVATIVES Jeffrey Viel 1, 2, Thomas Connor 3 1 National Weather Center Research Experiences for Undergraduates Program and 2 Plymouth State University

More information

Weather Risk Management

Weather Risk Management Weather Risk Management David Molyneux, FCAS Introduction Weather Risk - Revenue or profits that are sensitive to weather conditions Weather Derivatives - Financial Products that allow companies to manage

More information

World Meteorological Organization

World Meteorological Organization World Meteorological Organization Opportunities and Challenges for Development of Weather-based Insurance and Derivatives Markets in Developing Countries By Maryam Golnaraghi, Ph.D. Head of WMO Disaster

More information

Impact on Agriculture

Impact on Agriculture Weather Variability and the Impact on Agriculture InfoAg 2017 Copyright 2017, awhere. All Rights Reserved The Problem: The Earth s Atmosphere is a Heat Engine In transition 1 C warming of atmosphere Triples

More information

Hosts: Vancouver, British Columbia, Canada June 16-18,

Hosts: Vancouver, British Columbia, Canada June 16-18, Hosts: Vancouver, British Columbia, Canada June 16-18, 2013 www.iarfic.org Financial climate instruments as a guide to facilitate planting of winter wheat in Saskatchewan G Cornelis van Kooten Professor

More information

Financial markets for weather

Financial markets for weather Chapter 1 Financial markets for weather By the year 2011, the notional value of the market for weather derivatives was USD11.8 billion, according to the Weather Risk Management Association (WRMA) 1. The

More information

DAILY MARKET REPORT 11 JULY 2018

DAILY MARKET REPORT 11 JULY 2018 DAILY MARKET REPORT 11 JULY 2018 Unigrain (Pty) Ltd Tel. No. : +27 11 692 4400 Fax. No. : +27 11 412 1183 Economic Indicators Quote at 12h00 previous day Current quote Change % Change Rand/Dollar 13.49

More information

Allianz Risk Transfer. Weather Solutions

Allianz Risk Transfer. Weather Solutions Allianz Risk Transfer Weather Solutions Allianz Risk Transfer (ART) structures custom weather risk management solutions that lower financial volatility and create value. Sales were down by 30 percent

More information

Disclosures - IFFCO TOKIO General Insurance Co. Ltd. for the period 1st April, st December, 2018 S.No. Form No Description

Disclosures - IFFCO TOKIO General Insurance Co. Ltd. for the period 1st April, st December, 2018 S.No. Form No Description Disclosures - IFFCO TOKIO General Insurance Co. Ltd. for the period 1st April, 2018-31st December, 2018 S.No. Form No Description 1 NL-1-B-RA Revenue Account 2 NL-2-B-PL Profit & Loss Account 3 NL-3-B-BS

More information

2017 rainfall by zip code

2017 rainfall by zip code Search Search pages & people Search Search Search pages & people Search 2017 rainfall by zip code Monthly Rainfall Analysis. Weather.gov > Wakefield, VA > Monthly Rainfall Analysis. MONTHLY RAINFALL ANALYSIS

More information

ZANER WHEN DOES WEATHER MATTER? For more information, call: Or visit: Zaner is proud to present

ZANER WHEN DOES WEATHER MATTER? For more information, call: Or visit:   Zaner is proud to present ZANER The market has been under pressure the past three weeks. The 9 and 20 day moving average have met, for the first time since September and again falls below 40. Zaner is proud to present WHEN DOES

More information

WEATHER DERIVATIVES: CONCEPT AND APPLICATION FOR THEIR USE IN SOUTH AFRICA

WEATHER DERIVATIVES: CONCEPT AND APPLICATION FOR THEIR USE IN SOUTH AFRICA WEATHER DERIVATIVES: CONCEPT AND APPLICATION FOR THEIR USE IN SOUTH AFRICA JM 1 Abstract Recent innovations in energy markets suggest the possibility of addressing agricultural risk factors by issuing

More information

Introduction to Weather Data Cleaning

Introduction to Weather Data Cleaning Introduction to Weather Data Cleaning Speedwell Weather Limited An Introduction Providing weather services since 1999 Largest private-sector database of world-wide historic weather data Major provider

More information

March 5, British Columbia Utilities Commission 6 th Floor, 900 Howe Street Vancouver, BC V6Z 2N3

March 5, British Columbia Utilities Commission 6 th Floor, 900 Howe Street Vancouver, BC V6Z 2N3 Tom A. Loski Chief Regulatory Officer March 5, 2010 British Columbia Utilities Commission 6 th Floor, 900 Howe Street Vancouver, BC V6Z 2N3 16705 Fraser Highway Surrey, B.C. V4N 0E8 Tel: (604) 592-7464

More information

By Lillian Ntshwarisang Department of Meteorological Services Phone:

By Lillian Ntshwarisang Department of Meteorological Services Phone: By Lillian Ntshwarisang Department of Meteorological Services Phone: +267 3612200 Email: lntshwarisang@gov.bw/ lntshwarisang@gmail.com Introduction Mandate of DMS Function of the Department Services to

More information

MACRO-PRUDENTIAL RULES AND REGULATION (2015): DISCLOSURE REQUIREMENTS ANNEXURE I: FORMAT FOR ANNUAL DISCLOSURES DRUK PNB BANK LTD.

MACRO-PRUDENTIAL RULES AND REGULATION (2015): DISCLOSURE REQUIREMENTS ANNEXURE I: FORMAT FOR ANNUAL DISCLOSURES DRUK PNB BANK LTD. MACRO-PRUDENTIAL RULES AND REGULATION (2015): DISCLOSURE REQUIREMENTS ANNEXURE I: FORMAT FOR ANNUAL DISCLOSURES DRUK PNB BANK LTD. For the Year ended December 31, 2016 Item 1: Tier I Capital and its Sub-components

More information

DAILY MARKET REPORT 24 JANUARY 2018

DAILY MARKET REPORT 24 JANUARY 2018 DAILY MARKET REPORT 24 JANUARY 2018 Unigrain (Pty) Ltd Tel. No. : +27 11 692 4400 Fax. No. : +27 11 412 1183 Economic Indicators Quote at 12h00 previous day Current quote Change % Change Rand/Dollar 12.06

More information

Opportunities and Priorities in a New Era for Weather and Climate Services

Opportunities and Priorities in a New Era for Weather and Climate Services Opportunities and Priorities in a New Era for Weather and Climate Services John A. Dutton The Pennsylvania State University 1. Progress in Weather and Climate Services Rapid changes are sweeping through

More information

Use of Normals in Load Forecasting at National Grid

Use of Normals in Load Forecasting at National Grid Use of Normals in Load Forecasting at National Grid Place your chosen image here. The four corners must just cover the arrow tips. For covers, the three pictures should be the same size and in a straight

More information

Put the Weather to Work for Your Company

Put the Weather to Work for Your Company SAP Data Network Put the Weather to Work for Your Company Extend the Value of Your Business and Transactional Solutions by Incorporating Weather Data 1 / 7 Table of Contents 3 Enrich Business Data with

More information

Name of Bank BASEL III LEVERAGE RATIO REPORT As of 30 Sep 2018

Name of Bank BASEL III LEVERAGE RATIO REPORT As of 30 Sep 2018 PART I. CALCULATION OF BASEL III LEVERAGE RATIO Item Nature of Item Reference Account Code Amount A. CAPITAL MEASURE 300000000000900000 741,513,309.86 A.1 Tier 1 Capital Basel III CAR Report (Version 3)

More information

QUALITATIVE RISK COVERAGE IN AGRICULTURE THROUGH DERIVATIVE FINANCIAL INSTRUMENTS BASED ON SELYANINOV INDICES

QUALITATIVE RISK COVERAGE IN AGRICULTURE THROUGH DERIVATIVE FINANCIAL INSTRUMENTS BASED ON SELYANINOV INDICES QUALITATIVE RISK COVERAGE IN AGRICULTURE THROUGH DERIVATIVE FINANCIAL INSTRUMENTS BASED ON SELYANINOV INDICES Cristian KEVORCHIAN, PhD 1 Camelia GAVRILESCU, PhD 2 Gheorghe HURDUZEU, PhD 3 Abstract The

More information

Weather Company Data for Advanced Analytics

Weather Company Data for Advanced Analytics Service Description Weather Company Data for Advanced Analytics This Service Description describes the Cloud Service IBM provides to Client. Client means the contracting party and its authorized users

More information

2013 WEATHER NORMALIZATION SURVEY. Industry Practices

2013 WEATHER NORMALIZATION SURVEY. Industry Practices 2013 WEATHER NORMALIZATION SURVEY Industry Practices FORECASTING SPECIALIZATION Weather Operational Forecasting Short-term Forecasting to support: System Operations and Energy Trading Hourly Load Financial/Budget

More information

Commercialisation. Lessons learned from Dutch weather market

Commercialisation. Lessons learned from Dutch weather market Commercialisation Lessons learned from Dutch weather market Where information comes together weather traffic public transport Weather, traffic and public transport. Daily actual information that influences

More information

Farm Futures Featured Story. Grainscoop I

Farm Futures Featured Story. Grainscoop I Grainscoop I From: Sent: To: Subject: The Farm Futures Team [farmfutures@farmprogres.ccsend.com] on behalf of The Farm Futures Team [farmfutures@farmprogress.com] Monday, July 15, 2013 2:46 PM grain@grainnotes.com

More information

Data Standard Specification. Draft v0.1. Contact:

Data Standard Specification. Draft v0.1. Contact: Data Standard Specification Draft v0.1 Contact: info@weatherml.org WeatherML Data Standard Specification Private and confidential Page 2 Contents Executive summary 3 Structure of WeatherML 4 Top-level

More information

2019 Settlement Calendar for ASX Cash Market Products. ASX Settlement

2019 Settlement Calendar for ASX Cash Market Products. ASX Settlement 2019 Settlement Calendar for ASX Cash Market Products ASX Settlement Settlement Calendar for ASX Cash Market Products 1 ASX Settlement Pty Limited (ASX Settlement) operates a trade date plus two Business

More information

SuperPack North America

SuperPack North America SuperPack North America Speedwell SuperPack makes available an unprecedented range of quality historical weather data, and weather data feeds for a single annual fee. SuperPack dramatically simplifies

More information

Weather-based Insurance Market Development: Challenges and Potential Solutions. Raushan Bokusheva

Weather-based Insurance Market Development: Challenges and Potential Solutions. Raushan Bokusheva Weather-based Insurance Market Development: Challenges and Potential Solutions Raushan Bokusheva IARFIC, June 23, 2014 Weather-based nsurance market development Weather based insurance (WBI) is better

More information

BOSELE NATIONAL PROVIDENT FUND JM BUSHA BONDPLUS

BOSELE NATIONAL PROVIDENT FUND JM BUSHA BONDPLUS JM BUSHA BONDPLUS INVESTMENT PORTFOLIO REPORT JM BUSHA Asset Managers Pty Ltd TABLE OF CONTENTS Contents Page 1 Balance Sheet Page 2 Income Statement Page 3 Portfolio Statements Fixed Interest Portfolio

More information

WEATHER NORMALIZATION METHODS AND ISSUES. Stuart McMenamin Mark Quan David Simons

WEATHER NORMALIZATION METHODS AND ISSUES. Stuart McMenamin Mark Quan David Simons WEATHER NORMALIZATION METHODS AND ISSUES Stuart McMenamin Mark Quan David Simons Itron Forecasting Brown Bag September 17, 2013 Please Remember» Phones are Muted: In order to help this session run smoothly,

More information

Published by ASX Settlement Pty Limited A.B.N Settlement Calendar for ASX Cash Market Products

Published by ASX Settlement Pty Limited A.B.N Settlement Calendar for ASX Cash Market Products Published by Pty Limited A.B.N. 49 008 504 532 2012 Calendar for Cash Market Products Calendar for Cash Market Products¹ Pty Limited ( ) operates a trade date plus three Business (T+3) settlement discipline

More information

2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT

2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT 2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT Settlement Calendar for ASX Cash Market Products 1 ASX Settlement Pty Limited (ASX Settlement) operates a trade date plus two Business

More information

Table 01A. End of Period End of Period End of Period Period Average Period Average Period Average

Table 01A. End of Period End of Period End of Period Period Average Period Average Period Average SUMMARY EXCHANGE RATE DATA BANK OF ZAMBIA MID-RATES Table 01A Period K/USD K/GBP K/ZAR End of Period End of Period End of Period Period Average Period Average Period Average Monthly January 6.48 6.46 9.82

More information

DRIVING ROI. The Business Case for Advanced Weather Solutions for the Energy Market

DRIVING ROI. The Business Case for Advanced Weather Solutions for the Energy Market DRIVING ROI The Business Case for Advanced Weather Solutions for the Energy Market Table of Contents Energy Trading Challenges 3 Skill 4 Speed 5 Precision 6 Key ROI Findings 7 About The Weather Company

More information

STILL HOT & DRY WEATHER IN ARGENTINA WITH POSSIBLE RAIN IN THE FORECAST FOR NEXT WEEK

STILL HOT & DRY WEATHER IN ARGENTINA WITH POSSIBLE RAIN IN THE FORECAST FOR NEXT WEEK Page 1 of 6 RICK ALEXANDER, MARKET STRATEGIST ZANER GROUP STILL HOT & DRY WEATHER IN ARGENTINA WITH POSSIBLE RAIN IN THE FORECAST FOR NEXT WEEK Higher closes for Minneapolis, Kansas City and Chicago wheat

More information

Weather Company Energy and Power Products

Weather Company Energy and Power Products Service Weather Company Energy and Power Products This Service (SD) describes the Cloud Service IBM provides to Client. Client means the company and its authorized users and recipients of the Cloud Service.

More information

GRAAD 12 NATIONAL SENIOR CERTIFICATE GRADE 12

GRAAD 12 NATIONAL SENIOR CERTIFICATE GRADE 12 GRAAD 12 NATIONAL SENIOR CERTIFICATE GRADE 12 GEOGRAPHY P1 FEBRUARY/MARCH 2013 MARKS: 300 TIME: 3 hours This question paper consists of 11 pages and a 12-page annexure. Geography/P1 2 DBE/Feb. Mar. 2013

More information

This introduction is intended for compliance officers at Protection Seller and Broker-Advisor firms

This introduction is intended for compliance officers at Protection Seller and Broker-Advisor firms weatherxchange - a platform which facilitates index-based weather risk transfer This introduction is intended for compliance officers at Protection Seller and Broker-Advisor firms Introduction Launched

More information

Hedging Maize Yield With Weather Derivatives. Geyser, J.M. & Van de Venter, T.W.G.

Hedging Maize Yield With Weather Derivatives. Geyser, J.M. & Van de Venter, T.W.G. Hedging Maize Yield With Weather Derivatives Geyser, J.M. & Van de Venter, T.W.G. Working paper: 2001-13 Department of Agricultural Economics, Extension and Rural Development University of Pretoria Pretoria,

More information

LOADS, CUSTOMERS AND REVENUE

LOADS, CUSTOMERS AND REVENUE EB-00-0 Exhibit K Tab Schedule Page of 0 0 LOADS, CUSTOMERS AND REVENUE The purpose of this evidence is to present the Company s load, customer and distribution revenue forecast for the test year. The

More information

SHORT TERM LOAD FORECASTING

SHORT TERM LOAD FORECASTING Indian Institute of Technology Kanpur (IITK) and Indian Energy Exchange (IEX) are delighted to announce Training Program on "Power Procurement Strategy and Power Exchanges" 28-30 July, 2014 SHORT TERM

More information

CustomWeather Statistical Forecasting (MOS)

CustomWeather Statistical Forecasting (MOS) CustomWeather Statistical Forecasting (MOS) Improve ROI with Breakthrough High-Resolution Forecasting Technology Geoff Flint Founder & CEO CustomWeather, Inc. INTRODUCTION Economists believe that 70% of

More information

Joint procurement of natural gas for grid operation

Joint procurement of natural gas for grid operation Joint procurement of natural gas for grid operation Slide www.aggm.at 1 Joint procurement of natural gas for grid operation AGGM 19. November 2014 1. General information 2. Procurement Slide 2 Joint procurement

More information

Financial Management of Weather Risk with Energy Derivatives

Financial Management of Weather Risk with Energy Derivatives MPRA Munich Personal RePEc Archive Financial Management of Weather Risk with Energy Derivatives Karel Janda and Tomas Vylezik Institute of Economic Studies, Faculty of Social Sciences, Charles University

More information

Design Patent Damages under Sequential Innovation

Design Patent Damages under Sequential Innovation Design Patent Damages under Sequential Innovation Yongmin Chen and David Sappington University of Colorado and University of Florida February 2016 1 / 32 1. Introduction Patent policy: patent protection

More information

SEASONAL CLIMATE FORECASTING TO BENEFIT BUSINESS AND SOCIETY

SEASONAL CLIMATE FORECASTING TO BENEFIT BUSINESS AND SOCIETY SEASONAL CLIMATE FORECASTING TO BENEFIT BUSINESS AND SOCIETY Dr Mark Saunders Head of Seasonal Forecasting Department of Space and Climate Physics University College London UCL Lunch Hour Lecture 13th

More information

Weekly Market Report 25 July 2018

Weekly Market Report 25 July 2018 Weekly Market Report 25 July 2018 USD/ZAR Exchange rate: The Rand is currently quoted at R13.28 per US Dollar, 3 cents stronger in than last week. The Rand weakend initially as expected but managed to

More information

Multivariate Regression Model Results

Multivariate Regression Model Results Updated: August, 0 Page of Multivariate Regression Model Results 4 5 6 7 8 This exhibit provides the results of the load model forecast discussed in Schedule. Included is the forecast of short term system

More information

Seasonal Hydrological Forecasting in the Berg Water Management Area of South Africa

Seasonal Hydrological Forecasting in the Berg Water Management Area of South Africa Seasonal Hydrological Forecasting in the Berg Water Management Area of South Africa Trevor LUMSDEN and Roland SCHULZE University of KwaZulu-Natal, South Africa OUTLINE Introduction Objectives Study Area

More information

WEATHER INDEX- THE BASIS OF WEATHER DERIVATIVES

WEATHER INDEX- THE BASIS OF WEATHER DERIVATIVES WEATHER INDEX- THE BASIS OF WEATHER DERIVATIVES Ciumaş Cristina Babeş-Bolyai University, Faculty of Economics and Business Administration Botoş Horia Mircea Babeş-Bolyai University, Faculty of Economics

More information

PRICING AND PROBABILITY DISTRIBUTIONS OF ATMOSPHERIC VARIABLES

PRICING AND PROBABILITY DISTRIBUTIONS OF ATMOSPHERIC VARIABLES PRICING AND PROBABILITY DISTRIBUTIONS OF ATMOSPHERIC VARIABLES TECHNICAL WHITE PAPER WILLIAM M. BRIGGS Abstract. Current methods of assessing the probability distributions of atmospheric variables are

More information

Minnesota s Runoff Risk Advisory Forecast

Minnesota s Runoff Risk Advisory Forecast Minnesota s Runoff Risk Advisory Heather Johnson Hydrologist 3 October 16, 2018 What is Runoff Risk? The Minnesota Runoff Risk Advisory (RRAF) system is a website tool designed to help farmers and commercial

More information

Applications of yield monitoring systems and agricultural statistics in agricultural (re)insurance

Applications of yield monitoring systems and agricultural statistics in agricultural (re)insurance Image: used under license from shutterstock.com Applications of yield monitoring systems and agricultural statistics in agricultural (re)insurance 18 October 2018 Ernst Bedacht Agenda Introduction 1. Munich

More information

Country Presentation-Nepal

Country Presentation-Nepal Country Presentation-Nepal Mt.Everest, Shiva Pd. Nepal, DHM South Asia Drought Monitor Workshop Dhaka Bangladesh 2 th April 215 Overview Brief Climatology Climate activities- DHM PPCR (Pilot Program for

More information

Defining Normal Weather for Energy and Peak Normalization

Defining Normal Weather for Energy and Peak Normalization Itron White Paper Energy Forecasting Defining Normal Weather for Energy and Peak Normalization J. Stuart McMenamin, Ph.D Managing Director, Itron Forecasting 2008, Itron Inc. All rights reserved. 1 Introduction

More information

The Agriculture Investment and Market Development Project (P143417)

The Agriculture Investment and Market Development Project (P143417) Public Disclosure Authorized AFRICA Cameroon Agriculture Global Practice IBRD/IDA Investment Project Financing FY 2015 Seq No: 10 ARCHIVED on 21-Dec-2018 ISR35368 Implementing Agencies: THE REPUBLIC OF

More information

South Carolina Standards & Learning Science Grade: 2 - Adopted: 2014

South Carolina Standards & Learning Science Grade: 2 - Adopted: 2014 Main Criteria: South Carolina Standards & Learning Secondary Criteria: Subjects: Science, Social Studies Grade: 2 Correlation Options: Show Correlated South Carolina Standards & Learning Science Grade:

More information

Forecast Postalised Tariff 2015/ /20. Utility Regulator Explanatory Note. August Introduction

Forecast Postalised Tariff 2015/ /20. Utility Regulator Explanatory Note. August Introduction Forecast Postalised Tariff 2015/16 2019/20 Utility Regulator Explanatory Note August 2015 1 Introduction Pursuant to condition 2A.4.3.1 (b) of the Gas Conveyance licences granted to GNI (UK) 1, Premier

More information

EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts

EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts WEPROG Weather & wind Energy PROGnoses EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts Session 6: Integrating forecasting into market operation, the EMS and

More information

Agrometeorological services in Greece

Agrometeorological services in Greece Eleftheria Tsiniari Hellenic National Meteorological Service Operational Forecaster MSc in Meteorology MSc in Prevention and Management of Natural Disasters Email: elefth.tsiniari@gmail.com 1 Past (last

More information

ECON 427: ECONOMIC FORECASTING. Ch1. Getting started OTexts.org/fpp2/

ECON 427: ECONOMIC FORECASTING. Ch1. Getting started OTexts.org/fpp2/ ECON 427: ECONOMIC FORECASTING Ch1. Getting started OTexts.org/fpp2/ 1 Outline 1 What can we forecast? 2 Time series data 3 Some case studies 4 The statistical forecasting perspective 2 Forecasting is

More information

TRANSMISSION BUSINESS LOAD FORECAST AND METHODOLOGY

TRANSMISSION BUSINESS LOAD FORECAST AND METHODOLOGY Filed: September, 00 EB-00-00 Tab Schedule Page of 0 TRANSMISSION BUSINESS LOAD FORECAST AND METHODOLOGY.0 INTRODUCTION 0 This exhibit discusses Hydro One Networks transmission system load forecast and

More information

April 23rd, By Jack Scoville

April 23rd, By Jack Scoville April 23rd, 2018 By Jack Scoville Wheat: Wheat markets were lower as weather and demand remained the dominant factors in the market. Some rains are in the forecast for western parts of the Great Plains,

More information

November 2018 Weather Summary West Central Research and Outreach Center Morris, MN

November 2018 Weather Summary West Central Research and Outreach Center Morris, MN November 2018 Weather Summary Lower than normal temperatures occurred for the second month. The mean temperature for November was 22.7 F, which is 7.2 F below the average of 29.9 F (1886-2017). This November

More information

Gorge Area Demand Forecast. Prepared for: Green Mountain Power Corporation 163 Acorn Lane Colchester, Vermont Prepared by:

Gorge Area Demand Forecast. Prepared for: Green Mountain Power Corporation 163 Acorn Lane Colchester, Vermont Prepared by: Exhibit Petitioners TGC-Supp-2 Gorge Area Demand Forecast Prepared for: Green Mountain Power Corporation 163 Acorn Lane Colchester, Vermont 05446 Prepared by: Itron, Inc. 20 Park Plaza, Suite 910 Boston,

More information

= observed volume on day l for bin j = base volume in jth bin, and = residual error, assumed independent with mean zero.

= observed volume on day l for bin j = base volume in jth bin, and = residual error, assumed independent with mean zero. QB research September 4, 06 Page -Minute Bin Volume Forecast Model Overview In response to strong client demand, Quantitative Brokers (QB) has developed a new algorithm called Closer that specifically

More information

PROFITstar eseries Training

PROFITstar eseries Training PROFITstar eseries Training Inexpensive, Quality Education, FAST! Enjoy innovative learning opportunities and quality training without leaving the convenience of your local office. eseries training from

More information

SWS Version 9.0 Features Summary

SWS Version 9.0 Features Summary Weather Data Weather Forecasts Weather Risk Consultancy Weather Risk Management Software Speedwell Weather System The Open Weather Derivative Pricing and Risk Management System SWS Version 9.0 s Summary

More information

Weather Company Energy and Power Products

Weather Company Energy and Power Products Service Weather Company Energy and Power Products This Service (SD) describes the Cloud Service IBM provides to Client. Client means the contracting party and its authorized users and recipients of the

More information

Tariff Decision (BPSA) OR Tambo International Airport (ORTIA) Period covered by tariff application: 01 January December 2015.

Tariff Decision (BPSA) OR Tambo International Airport (ORTIA) Period covered by tariff application: 01 January December 2015. Tariff Decision Application by: License number: Type of facility: Locality of facility: Period covered by tariff application: NERSA decision forum: BP Southern Africa (Pty) Ltd (BPSA) PPL.p.F3/35/6/2006

More information

ANN and Statistical Theory Based Forecasting and Analysis of Power System Variables

ANN and Statistical Theory Based Forecasting and Analysis of Power System Variables ANN and Statistical Theory Based Forecasting and Analysis of Power System Variables Sruthi V. Nair 1, Poonam Kothari 2, Kushal Lodha 3 1,2,3 Lecturer, G. H. Raisoni Institute of Engineering & Technology,

More information

Light rain showers to rain showers forecast for most of the selected parts of the country.

Light rain showers to rain showers forecast for most of the selected parts of the country. 28 th March, 2017 Vol.4. No.6 Light rain showers to rain showers forecast for most of the selected parts of the country. South African corn prices to tumble, as harvest nears. CBOT May soybeans prices

More information

WeatherManager Weekly

WeatherManager Weekly Issue 288 July 14, 2016 WeatherManager Weekly Industries We Serve Agriculture Energy/Utilities Construction Transportation Retail Our Weather Protection Products Standard Temperature Products Lowest Daily

More information

Sample Snow Services Proposal Alle Rorie 7157 E Kemper Rd Cincinnati, OH Phone: (800)

Sample Snow Services Proposal Alle Rorie 7157 E Kemper Rd Cincinnati, OH Phone: (800) Sample Snow Services Proposal Alle Rorie 7157 E Kemper Rd Cincinnati, OH 45249 Phone: (800) 280-5153 Email: goisales@gisdynamics.com Service Address Corporate America Jim Smith 1 Corporate Way Cincinnati,

More information

Speedwell High Resolution WRF Forecasts. Application

Speedwell High Resolution WRF Forecasts. Application Speedwell High Resolution WRF Forecasts Speedwell weather are providers of high quality weather data and forecasts for many markets. Historically we have provided forecasts which use a statistical bias

More information

RISK-RETURNS OF COTTON AND SOYBEAN ENTERPRISES FOR MISSISSIPPI COUNTY, ARK

RISK-RETURNS OF COTTON AND SOYBEAN ENTERPRISES FOR MISSISSIPPI COUNTY, ARK AAES Research Series 521 RISK-RETURNS OF COTTON AND SOYBEAN ENTERPRISES FOR MISSISSIPPI COUNTY, ARK.: A COMPARISON OF ALTERNATIVE MARKETING STRATEGIES WITHIN A WHOLE FARM FRAMEWORK G. Rodríguez, A. McKenzie,

More information

The Use of Copula Functions in Pricing Weather Contracts for the California Wine Industry

The Use of Copula Functions in Pricing Weather Contracts for the California Wine Industry The Use of Copula Functions in Pricing Weather Contracts for the California Wine Industry Don Cyr (contact author) Dean, Goodman School of Business Brock University St. Catharines ON, Canada dcyr@brocku,ca

More information

The Dayton Power and Light Company Load Profiling Methodology Revised 7/1/2017

The Dayton Power and Light Company Load Profiling Methodology Revised 7/1/2017 The Dayton Power and Light Company Load Profiling Methodology Revised 7/1/2017 Overview of Methodology Dayton Power and Light (DP&L) load profiles will be used to estimate hourly loads for customers without

More information

PREPARED DIRECT TESTIMONY OF GREGORY TEPLOW SOUTHERN CALIFORNIA GAS COMPANY AND SAN DIEGO GAS & ELECTRIC COMPANY

PREPARED DIRECT TESTIMONY OF GREGORY TEPLOW SOUTHERN CALIFORNIA GAS COMPANY AND SAN DIEGO GAS & ELECTRIC COMPANY Application No: A.1-0- Exhibit No.: Witness: Gregory Teplow Application of Southern California Gas Company (U 0 G) and San Diego Gas & Electric Company (U 0 G) for Authority to Revise their Natural Gas

More information

Corn Basis Information By Tennessee Crop Reporting District

Corn Basis Information By Tennessee Crop Reporting District UT EXTENSION THE UNIVERSITY OF TENNESSEE INSTITUTE OF AGRICULTURE AE 05-13 Corn Basis Information By Tennessee Crop Reporting District 1994-2003 Delton C. Gerloff, Professor The University of Tennessee

More information

BEFORE THE PUBLIC UTILITIES COMMISSION OF THE STATE OF COLORADO * * * * *

BEFORE THE PUBLIC UTILITIES COMMISSION OF THE STATE OF COLORADO * * * * * BEFORE THE PUBLIC UTILITIES COMMISSION OF THE STATE OF COLORADO * * * * * IN THE MATTER OF THE APPLICATION OF PUBLIC SERVICE COMPANY OF COLORADO FOR APPROVAL OF ITS 01 RENEWABLE ENERGY STANDARD COMPLIANCE

More information

The World Bank Agriculture Investment and Market Development Project (P143417)

The World Bank Agriculture Investment and Market Development Project (P143417) Public Disclosure Authorized AFRICA Cameroon Agriculture Global Practice IBRD/IDA Investment Project Financing FY 2015 Seq No: 6 ARCHIVED on 22-Dec-2016 ISR26129 Implementing Agencies: MINADER Public Disclosure

More information

Sunshine City 47-Sp MHP

Sunshine City 47-Sp MHP Sunshine City 47-Sp MHP 47-sp MHP w/36 POM's Recreation Building used for StorageLaundry Room (Currently not in use) 70% Occupancy - 9-spaces left & 5 MH's left to lease 10 Mobile Homes Newly Rehabbed

More information

3. If a forecast is too high when compared to an actual outcome, will that forecast error be positive or negative?

3. If a forecast is too high when compared to an actual outcome, will that forecast error be positive or negative? 1. Does a moving average forecast become more or less responsive to changes in a data series when more data points are included in the average? 2. Does an exponential smoothing forecast become more or

More information

The World Bank Agriculture Investment and Market Development Project (P143417)

The World Bank Agriculture Investment and Market Development Project (P143417) Public Disclosure Authorized AFRICA Cameroon Agriculture Global Practice IBRD/IDA Investment Project Financing FY 2015 Seq No: 5 ARCHIVED on 17-Jun-2016 ISR23928 Implementing Agencies: MINADER Public Disclosure

More information

Seasonal Hazard Outlook

Seasonal Hazard Outlook Winter 2016-2017 Current as of: October 21 Scheduled Update: December 614-799-6500 emawatch@dps.ohio.gov Overview Executive Summary Seasonal Forecast Heating Fuel Supply Winter Driving Preparedness Scheduled

More information

Background and Assumptions

Background and Assumptions 2017 Costs and Returns Estimate Southcentral Idaho: Magic Valley Alfalfa Hay Establishment with Oats Ben Eborn Magic Valley Background and Assumptions The University of Idaho s costs and returns estimates

More information

Minimum%Wage%Rate,%2004%to%2021:%$/hour%

Minimum%Wage%Rate,%2004%to%2021:%$/hour% $14.00%% Minimum%Wage%Rate,%2004%to%2021:%$/hour% $13.00%% $12.00%% $11.00%% $10.00%% $9.00%% $8.00%% $7.00%% $6.00%% 2004% 2005% 2006% 2007% 2008% 2009% Senate Bill 1532 2016/1 $********** 9.25 2016/2

More information

COMMERCIALISING WEATHER AND CLIMATE SERVICES:

COMMERCIALISING WEATHER AND CLIMATE SERVICES: COMMERCIALISING WEATHER AND CLIMATE SERVICES: THE CASE OF UGANDA BY MICHAEL S.Z. NKALUBO Commissioner for Meteorology/PR of Uganda with WMO Uganda National Meteorological Authority Presentation Outline

More information

Lakeland Court MHP Norton Rd Lakeland, FL 33809

Lakeland Court MHP Norton Rd Lakeland, FL 33809 23-space/units - 2 Block Homes - 2 Duplexes 75% Occupied - Annual Leases - Long Term Tenants City Water - Septic Possible 3 additional spaces can be added Seller may consider offering Seller Financing

More information

BESPOKEWeather Services Monday Afternoon Update: SLIGHTLY BULLISH

BESPOKEWeather Services Monday Afternoon Update: SLIGHTLY BULLISH Monday Afternoon Update: SLIGHTLY BULLISH Report Summary: The September natural gas contract declined a bit less than a percent today, recovering through the afternoon after heavy selling this morning.

More information

NATIONAL SENIOR CERTIFICATE GRADE 12

NATIONAL SENIOR CERTIFICATE GRADE 12 NATIONAL SENIOR CERTIFICATE GRADE 12 GEOGRAPHY P1 NOVEMBER 2016 ANNEXURE This annexure consists of 11 pages. Geography/P1 2 DBE/November 2016 FIGURE 1.1: MATURE STAGE OF DEVELOPMENT OF A TROPICAL CYCLONE

More information