94. Data Engineering for Trading.m4a

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Course Brochure and Preview

  • PDF Brochure - Power Trading Desk Master Program

Module PDFs

  • Module 1 Power System Fundamentals (Chapters 1-22).pdf
  • Module 2 Running a Power Trading Desk (Chapters 23-34).pdf
  • Module 3 US & EU Power Market Reality (Chapters 35-50).pdf
  • Module 4 Strategy Beyond Textbook Trades (Chapters 51-74).pdf
  • Module 5 Valuation, Analytics & Model Skepticism (Chapters 75-92).pdf
  • Module 6 Analytics, AI & Data Engineering for Desks (Chapters 93-112).pdf
  • Module 7 Risk Management for Survivors (Chapters 113-136).pdf
  • Module 8 Execution, Scheduling & Operational Risk (Chapters 137-148).pdf
  • Module 9 ETRM as a Strategic Control Layer (Chapters 149-166).pdf
  • Module 10 Regulation, Behavior & Leadership (Chapters 167-179).pdf
  • Module 11 Enterprise ETRM & Technology Architecture (Chapters 180-199).pdf
  • Module 12 Building a Durable Power Desk (Chapters 200-217).pdf
  • Module 13 Capstone - Designing a Trading Organization (Chapters 218-234).pdf

Module 01 - Power System Fundamentals

  • Module 01 - Power System Fundamentals.mp4
  • Module 01 - Power System Fundamentals.chapters.txt
  • 1. Why the Physical System Drives Price.m4a
  • 11. Security-Constrained Unit Commitment (SCUC).m4a
  • 20. Intermittency & Balancing.m4a
  • 14. Transmission Constraints & Congestion.m4a
  • 9. Economic Dispatch.m4a
  • 18. Load Forecasting.m4a
  • 5. Hydro & Storage Hydro.m4a
  • 10. Security-Constrained Economic Dispatch (SCED).m4a
  • 8. Unit Commitment.m4a
  • 2. The Generation Stack.m4a
  • 15. Nodal vs. Zonal Market Design.m4a
  • 17. Grid Reliability Standards.m4a
  • 22. Demand Response.m4a
  • 19. Renewable Forecasting.m4a
  • 7. Merit-Order Dispatch.m4a
  • 4. Nuclear & Baseload.m4a
  • 12. Transmission Topology.m4a
  • 13. AC vs. DC Power Flow.m4a
  • 6. Wind & Solar.m4a
  • 16. Transmission Expansion Planning.m4a
  • 21. Storage Economics.m4a
  • 3. Thermal Generation Economics.m4a

Module 02 - Running a Power Trading Desk

  • Module 02 - Running a Power Trading Desk.chapters.txt
  • Module 02 - Running a Power Trading Desk.mp4
  • 27. Physical vs. Financial Mindset.m4a
  • 32. Communication Under Pressure.m4a
  • 25. The Trading Day, Hour by Hour.m4a
  • 34. A Day That Goes Wrong.m4a
  • 23. What a Power Desk Actually Does.m4a
  • 29. The Limits That Govern a Desk.m4a
  • 28. Information Flow on the Desk.m4a
  • 33. Tools of the Desk.m4a
  • 30. P&L_ What It Is and What It Hides.m4a
  • 31. Working With the Control Functions.m4a
  • 24. Desk Structure & Roles.m4a

Module 03 - US & EU Power Market Reality

  • Module 03 - US & EU Power Market Reality.mp4
  • Module 03 - US & EU Power Market Reality.chapters.txt
  • 47. Capacity Markets.m4a
  • 48. Ancillary Services.m4a
  • 39. CAISO & the Western Markets.m4a
  • 49. Cross-Border & Interconnectors.m4a
  • 42. Day-Ahead vs. Real-Time.m4a
  • 45. EPEX & Central Europe.m4a
  • 46. Market Coupling.m4a
  • 44. Nord Pool in Practice.m4a
  • 41. Locational Marginal Pricing.m4a
  • 43. The EU Market Map.m4a
  • 50. Reading a New Market Fast.m4a
  • 36. The US Market Map.m4a
  • 38. ERCOT in Practice.m4a
  • 37. PJM in Practice.m4a
  • 35. Why Power Is Not Like Other Commodities.m4a

Module 04 - Strategy Beyond Textbook Trades

  • Module 04 - Strategy Beyond Textbook Trades.chapters.txt
  • Module 04 - Strategy Beyond Textbook Trades.mp4
  • 65. Renewable PPAs.m4a
  • 64. Virtual_Convergence Bidding.m4a
  • 55. Locational_Basis Trades.m4a
  • 67. Renewable Certificate Markets.m4a
  • 53. The Spark Spread in Depth.m4a
  • 51. Why Textbook Trades Fail.m4a
  • 57. Building a Structured Trade.m4a
  • 61. Renewables Shape Risk.m4a
  • 62. Load-Following Trades.m4a
  • 56. Calendar & Time Spreads.m4a
  • 69. Distributed Energy Resources.m4a
  • 74. Winning & Losing Strategies.m4a
  • 70. Flexibility Markets.m4a
  • 59. Tolling & Generation Optionality.m4a
  • 52. Spread Trading Fundamentals.m4a
  • 68. Virtual Power Plants.m4a
  • 71. Cross-Commodity Plays.m4a
  • 66. Corporate PPAs.m4a
  • 58. Optionality You Don't See.m4a
  • 72. Carbon Allowances & Market Interaction.m4a
  • 60. Storage & Flexibility Trades.m4a
  • 63. FTRs & Congestion Hedging.m4a
  • 54. Dark & Quark Spreads.m4a
  • 73. Trading the Weather.m4a

Module 05 - Valuation, Analytics & Model Skepticism

  • Module 05 - Valuation, Analytics & Model Skepticism.chapters.txt
  • Module 05 - Valuation, Analytics & Model Skepticism.mp4
  • 91. Model Risk & The Skeptic's Checklist.m4a
  • 78. Volatility in Power.m4a
  • 79. Pricing Power Options.m4a
  • 75. What a Valuation Is For.m4a
  • 86. Bayesian Forecasting.m4a
  • 88. Greeks for Power Desks.m4a
  • 92. A Model That Blew Up.m4a
  • 82. Scenario Generation.m4a
  • 85. Probabilistic Forecasting.m4a
  • 90. Backtesting & Its Traps.m4a
  • 81. Monte Carlo for Power.m4a
  • 83. Copulas & Dependence Modeling.m4a
  • 89. Correlation_ The Silent Killer.m4a
  • 80. Spread Option Valuation.m4a
  • 76. Forward Curves.m4a
  • 77. Curve Shaping.m4a
  • 87. Asset Valuation.m4a
  • 84. Extreme Value Theory.m4a

Module 06 - Analytics, AI & Data Engineering for Desks

  • 111. Model Deployment, Monitoring & Observability.m4a
  • Module 06 - Analytics, AI & Data Engineering for Desks.chapters.txt
  • Module 06 - Analytics, AI & Data Engineering for Desks.mp4
  • 105. Feature Engineering for Power.m4a
  • 112. Market Surveillance & The Analytics Failure Case.m4a
  • 108. Dynamic Programming.m4a
  • 97. Data Mesh.m4a
  • 104. Forecasting With ML.m4a
  • 109. Portfolio Optimization.m4a
  • 110. Algorithmic & Execution Algorithms.m4a
  • 102. Satellite & Alternative Data.m4a
  • 98. Market Data Platforms.m4a
  • 93. The Modern Data-Driven Desk.m4a
  • 95. Stream Processing.m4a
  • 107. Stochastic Optimization.m4a
  • 94. Data Engineering for Trading.m4a
  • 103. Machine Learning in Power.m4a
  • 96. Lakehouse Architecture.m4a
  • 101. Weather Analytics.m4a
  • 100. Real-Time Pricing Engines.m4a
  • 106. Reinforcement Learning for Bidding.m4a
  • 99. Reference & Time-Series Data.m4a

Module 07 - Risk Management for Survivors

  • Module 07 - Risk Management for Survivors.chapters.txt
  • Module 07 - Risk Management for Survivors.mp4
  • 113. Risk as Survival, Not Compliance.m4a
  • 121. Volumetric Risk.m4a
  • 116. Beyond VaR.m4a
  • 136. The Blow-Up Anatomy.m4a
  • 119. Liquidity Stress Scenarios.m4a
  • 120. Congestion Risk.m4a
  • 129. Intraday Risk Management.m4a
  • 124. Fuel Supply Risk.m4a
  • 130. Stress Testing & Scenario Analysis.m4a
  • 128. Operational Risk.m4a
  • 134. Governance Committees & Internal Audit.m4a
  • 114. Market Risk.m4a
  • 132. Three Lines of Defense.m4a
  • 126. Transmission Outage Risk.m4a
  • 117. Credit Risk.m4a
  • 131. Enterprise Risk Management Integration.m4a
  • 122. Renewable Portfolio Risk.m4a
  • 135. Limits, Margin & Collateral.m4a
  • 125. Plant Outage Risk.m4a
  • 123. Weather Risk.m4a
  • 115. Value at Risk.m4a
  • 127. Regulatory Risk.m4a
  • 133. Model Governance, Validation & Inventory.m4a
  • 118. Liquidity Risk.m4a

Module 08 - Execution, Scheduling & Operational Risk

  • Module 08 - Execution, Scheduling & Operational Risk.chapters.txt
  • Module 08 - Execution, Scheduling & Operational Risk.mp4
  • 142. Outages & Curtailments.m4a
  • 145. Operational Deadlines.m4a
  • 139. Nominations.m4a
  • 140. Real-Time Operations.m4a
  • 138. Scheduling Basics.m4a
  • 144. Confirmations & Matching.m4a
  • 146. Settlement Mechanics.m4a
  • 143. Tagging & Transmission.m4a
  • 137. From Trade to Delivery.m4a
  • 148. An Operational Near-Miss.m4a
  • 147. Operational Failure Modes.m4a
  • 141. Imbalance & Deviation.m4a

Module 09 - ETRM as a Strategic Control Layer

  • Module 09 - ETRM as a Strategic Control Layer.chapters.txt
  • Module 09 - ETRM as a Strategic Control Layer.mp4
  • 157. Market Data Validation.m4a
  • 161. P&L Explain.m4a
  • 163. Settlement & Invoicing.m4a
  • 159. Credit Exposure Calculations.m4a
  • 162. Scheduling & Operations in ETRM.m4a
  • 158. Valuation in the ETRM.m4a
  • 165. APIs & Integration Architecture.m4a
  • 164. Audit, Lineage & Controls.m4a
  • 155. Curve Management.m4a
  • 160. Risk in the ETRM.m4a
  • 153. Validation & Workflow.m4a
  • 150. The ETRM Data Model.m4a
  • 151. Trade Capture.m4a
  • 156. Reference Data Governance.m4a
  • 152. Trade Lifecycle State Model.m4a
  • 149. What an ETRM Is For.m4a
  • 166. Cloud-Native ETRM Platforms.m4a
  • 154. The Position Engine.m4a

Module 10 - Regulation, Behavior & Leadership

  • Module 10 - Regulation, Behavior & Leadership.chapters.txt
  • Module 10 - Regulation, Behavior & Leadership.mp4
  • 176. Hiring & Developing Traders.m4a
  • 173. Decision-Making Under Uncertainty.m4a
  • 175. Leading a Desk.m4a
  • 170. Reporting Obligations.m4a
  • 178. Crisis Leadership.m4a
  • 168. Market Manipulation.m4a
  • 179. A Conduct Failure Case.m4a
  • 172. Behavioral Biases on the Desk.m4a
  • 169. Surveillance & Compliance.m4a
  • 174. Pressure, Stress & Performance.m4a
  • 171. Conduct & Ethics.m4a
  • 177. Incentives & Compensation.m4a
  • 167. The Regulatory Landscape.m4a

Module 11 - Enterprise ETRM & Technology Architecture

  • Module 11 - Enterprise ETRM & Technology Architecture.mp4
  • Module 11 - Enterprise ETRM & Technology Architecture.chapters.txt
  • 183. Integration Patterns.m4a
  • 180. The Enterprise Trading Stack.m4a
  • 181. Build vs. Buy.m4a
  • 196. Security & Resilience.m4a
  • 184. Event Sourcing.m4a
  • 186. Stream Processing at Enterprise Scale.m4a
  • 199. The Technology Roadmap.m4a
  • 182. Vendor ETRM Landscape.m4a
  • 198. Implementation, Migration & TCO.m4a
  • 192. Reporting & BI Layer.m4a
  • 195. Observability & Monitoring.m4a
  • 188. Real-Time Pricing & Risk Engines.m4a
  • 194. Cloud Architecture for Trading.m4a
  • 191. Scheduling Platform Architecture.m4a
  • 189. Digital Twins.m4a
  • 197. Disaster Recovery & Continuity.m4a
  • 185. High-Availability Architectures.m4a
  • 193. Data Governance for Trading.m4a
  • 187. Lakehouse & Data Mesh in the Enterprise.m4a
  • 190. Market Data Architecture.m4a

Module 12 - Building a Durable Power Desk

  • Module 12 - Building a Durable Power Desk.mp4
  • Module 12 - Building a Durable Power Desk.mp4
  • Module 12 - Building a Durable Power Desk.chapters.txt
  • Module 12 - Building a Durable Power Desk.chapters.txt
  • 205. EV Charging Economics.m4a
  • 205. EV Charging Economics.m4a
  • 212. Building the Team.m4a
  • 210. Building the Tech Stack.m4a
  • 212. Building the Team.m4a
  • 210. Building the Tech Stack.m4a
  • 200. What Makes a Desk Durable.m4a
  • 200. What Makes a Desk Durable.m4a
  • 213. Process & Controls.m4a
  • 209. Energy Transition Strategy.m4a
  • 203. Battery Optimization.m4a
  • 209. Energy Transition Strategy.m4a
  • 213. Process & Controls.m4a
  • 207. Grid-Forming Inverters.m4a
  • 217. Governance & Oversight.m4a
  • 207. Grid-Forming Inverters.m4a
  • 203. Battery Optimization.m4a
  • 216. The Operating Model & Enterprise Playbook.m4a
  • 217. Governance & Oversight.m4a
  • 215. Adapting to Market Change.m4a
  • 202. Capacity Expansion Planning.m4a
  • 215. Adapting to Market Change.m4a
  • 208. Hydrogen & Power-to-X.m4a
  • 208. Hydrogen & Power-to-X.m4a
  • 216. The Operating Model & Enterprise Playbook.m4a
  • 202. Capacity Expansion Planning.m4a
  • 206. Microgrids.m4a
  • 214. Capital, Funding & Treasury.m4a
  • 206. Microgrids.m4a
  • 211. Building the Risk Framework.m4a
  • 214. Capital, Funding & Treasury.m4a
  • 201. Desk Strategy & Mandate.m4a
  • 211. Building the Risk Framework.m4a
  • 204. Battery Degradation Modeling.m4a
  • 201. Desk Strategy & Mandate.m4a
  • 204. Battery Degradation Modeling.m4a

Module 13 - Capstone — Designing a Trading Organization

  • Module 13 - Capstone — Designing a Trading Organization.mp4
  • Module 13 - Capstone — Designing a Trading Organization.chapters.txt
  • 225. Market Data Platform.m4a
  • 227. Reporting & Analytics.m4a
  • 233. Presenting the Design.m4a
  • 229. Cloud & Technology Architecture.m4a
  • 219. Defining the Mandate.m4a
  • 220. Front Office Design.m4a
  • 231. The Technology Roadmap.m4a
  • 221. Middle Office Design.m4a
  • 224. ETRM Architecture.m4a
  • 226. Scheduling Platform.m4a
  • 230. The Operating Model.m4a
  • 218. The Capstone Brief.m4a
  • 222. Back Office Design.m4a
  • 232. Financials & Business Case.m4a
  • 228. Data Governance.m4a
  • 223. The Risk Framework.m4a
  • 234. Capstone Synthesis.m4a