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You’ll find this course especially useful and unique because…
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You'll gain real-world insights into how economics impacts your daily life with this easy-to-follow online course. This crash course is based on the acclaimed textbook Economy, Society, and Public Policy by CORE Econ, tailored to help you grasp key concepts without feeling overwhelmed.

Whether you're new to economics or just want to deepen your understanding, this course covers the basics and connects them to today’s pressing issues—from inequality to public policy decisions.

Each week, you'll receive a reading guide that distills core principles, offers actionable takeaways, and explains how they affect the current world. While the full ebook enriches the experience, the guides alone provide a comprehensive understanding of fundamental economic ideas.

You’ll find this course especially useful and unique because…
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"Monthly" : "One-Time"; } set freqency (newAmount) { if (Number.isNaN(parseInt(newAmount)) || parseInt(newAmount) <= 0) throw new Error("New amount must be a valid number greater than 0."); newAmount = parseInt(newAmount); this.text = '$' + newAmount; this.value = newAmount; } } class FrequencyArray extends Array { constructor (items) { if (!Array.isArray(items) && items.length === 0) { throw new Error("FrequencyArray: Arugment 1 is not an instance of Array with a length greater than 0:" + items.join(', ')); } /*if (items.every((item) => item instanceof GiftArrayButton || item instanceof GiftArrayOtherAmount)) { if (items.find((item) => item instanceof GiftArrayOtherAmount)) { let temp = items.find((item) => item instanceof GiftArrayOtherAmount); items = items.filter((item) => item instanceof GiftArrayButton); items.push(temp); } } else*/ if (items.every((item) => item instanceof HTMLElement)) { items = items.map((item) => item.matches(".webform-component-textfield") ? new GiftArrayOtherAmount(item) : new GiftArrayButton(item)); } else { throw new Error("FrequencyArray: Arugment 1 is not of type HTMLElement or HTMLElement[]:" + items.join(', ')); } super(...items); this.Buttons = items.filter((item) => item instanceof GiftArrayButton); } get frequency () { const activeButton = this.Buttons.find((item) => item.checked); if (activeButton.value === "recurs") return "monthly"; if (activeButton.value === "NO_RECURR") return "one-time"; return activeButton.value; } set frequency (newFrequency) { const reNewFrequencyValue = new RegExp(newFrequency, 'gmi'); const matchingButton = this.find((item) => item.value.match(reNewFrequencyValue) || item.text.match(reNewFrequencyValue)); matchingButton.click(); } get recurring () { return this.frequency === "monthly" ? true : false; } set recurring (bool) { this.frequency = bool === true ? "monthly" : "one-time"; } addEventListeners (eventType, callbackFunction, filter = undefined) { if (filter && typeof filter === 'function') { const filteredItems = this.filter((item) => filter.call(this, item)); filteredItems.forEach((item) => item.addEventListener(eventType, callbackFunction)); } else if (filter && typeof filter === 'string') { if (filter.match(/buttons/gmi)) this.Buttons.forEach((item) => item.addEventListener(eventType, callbackFunction)); if (filter.match(/other/gmi)) this.OtherAmountInput.addEventListener(eventType, callbackFunction); } else { this.forEach((item) => item.addEventListener(eventType, callbackFunction)); } } } // const lockedProperty = { writable: false, configurable: false, enumerable: true }; function DonationFormAPI (elements, options = {}) { const defaultOptions = { min: 1.00, max: 999999.99, makeTabbed: false, fakeSubmit: true, overrideGiftArrayValues: false, }; options = { ...defaultOptions, ...options }; // const { frequencyRadios, submitButton, root } = elements; const [ amountRadiosOnetime, amountRadiosMonthly ] = elements.amountRadios; const oneTimeOtherAmountWrapper = amountRadiosOnetime.find((div) => !div.matches('.webform-component-textfield') || div.querySelector('input[type="text"]')); const oneTimeRadioButtons = amountRadiosOnetime.filter((div) => div !== oneTimeOtherAmountWrapper); const monthlyOtherAmountWrapper = amountRadiosMonthly.find((div) => !div.matches('.webform-component-textfield') || div.querySelector('input[type="text"]')); const monthlyRadioButtons = amountRadiosMonthly.filter((div) => div !== monthlyOtherAmountWrapper); const debug = { log: (...args) => window.NA.DonationForm.DEBUG_MODE && console.log(...args), info: (...args) => window.NA.DonationForm.DEBUG_MODE && console.log(...args), warn: (...args) => window.NA.DonationForm.DEBUG_MODE && console.log(...args), error: (...args) => window.NA.DonationForm.DEBUG_MODE && console.log(...args), }; // const api = new Object(); Object.defineProperty(api, 'root', { value: root, writable: false, configurable: true, enumerable: true, }); Object.defineProperties(api, { 'FORM_MINIMUM': { value: options.min || 0, ...lockedProperty }, 'FORM_MAXIMUM': { value: options.max || Infinity, ...lockedProperty }, }); Object.defineProperties(api, { GiftArrays: { value: { "one-time": new GiftArray([ ...oneTimeRadioButtons, oneTimeOtherAmountWrapper ]), "monthly": new GiftArray([ ...monthlyRadioButtons, monthlyOtherAmountWrapper ]), }, writable: false, configurable: true, enumerable: true, }, Frequencies: { value: new FrequencyArray(frequencyRadios), writable: false, configurable: true, enumerable: true, }, SubmitButton: { value: submitButton, writable: false, configurable: false, enumerable: true, } }); Object.defineProperties(api, { 'getFrequency': { value: async function () { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise((resolve, reject) => { try { resolve(this.Frequencies.frequency); } catch (error) { reject(error); } }); }, ...lockedProperty }, 'setFrequency': { value: async function (frequency) { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise(async (resolve, reject) => { try { this.Frequencies.frequency = frequency; if (await this.getFrequency() === frequency) resolve(frequency); } catch (error) { reject(error); } }); }, ...lockedProperty }, 'getAmount': { value: async function (frequency = undefined) { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise(async (resolve, reject) => { try { frequency = frequency || await this.getFrequency(); if (frequency && this.GiftArrays.hasOwnProperty(frequency)) { const activeGiftArray = this.GiftArrays[frequency]; resolve(activeGiftArray.amount); } else { throw new Error("getAmount: Invalid frequency: " + frequency); } } catch (error) { reject(error); } }); }, ...lockedProperty }, 'setAmount': { value: async function (amount, frequency = undefined) { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise(async (resolve, reject) => { try { const currentFrequency = await this.getFrequency(); if (!frequency) { frequency = currentFrequency; } else if (frequency !== currentFrequency) { frequency = await this.setFrequency(frequency); } if (frequency && this.GiftArrays.hasOwnProperty(frequency)) { const activeGiftArray = this.GiftArrays[frequency]; activeGiftArray.amount = amount; } else { throw new Error("setAmount: Invalid frequency: " + frequency); } if (await this.getAmount() === amount) resolve(amount); } catch (error) { reject(error); } }); }, ...lockedProperty }, 'getRecurring': { value: async function () { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise((resolve, reject) => { try { resolve(this.Frequencies.recurring); } catch (error) { reject(error); } }); }, ...lockedProperty }, 'setRecurring': { value: async function (bool) { if (!this || this === null) throw new Error("validate: Unable to read API context."); return new Promise(async (resolve, reject) => { try { this.Frequencies.frequency = bool ? true : false; if (await this.getRecurring() === bool) resolve(bool); } catch (error) { reject(error); } }); }, ...lockedProperty }, freqency: { get () { return this.getFrequency() }, set (value) { this.setFrequency(value) }, enumerable: true, configurable: true, }, amount: { get () { return this.getAmount() }, set (value) { this.setAmount(value) }, enumerable: true, configurable: true, }, recurring: { get () { return this.getRecurring() }, set (value) { this.setRecurring(value) }, enumerable: true, configurable: true, }, }); Object.defineProperties(api, { 'submit': { value: async function (condition = this.validate||function(){return true}) { //this.hooks['onBeforeSubmit'].forEach((callback) => callback.call(this)); let result; const isAsyncFunction = (func) => func.constructor.name === "AsyncFunction"; if (Array.isArray(condition)) { if (condition.every((c) => typeof c === 'function' && isAsyncFunction(c))) { result = await Promise.all(condition.map(async (c) => await c.call(this))); } else if (condition.every((c) => typeof c === 'function')) { result = condition.every((c) => c.call(this)); } else if (condition.every((c) => c === true || c === false)) { result = condition.every((c) => c); } } else if (typeof condition === 'function' && isAsyncFunction(condition)) { result = await condition.call(this); } else if (typeof condition === 'function') { result = condition.call(this); } else if (condition === true || condition === false) { result = condition; } else { console.error("Unknown error."); debugger; } // if (result === true) { if (window.NA.DonationForm.hasOwnProperty("DEBUG_MODE") && window.NA.DonationForm["DEBUG_MODE"] == true) return console.log("Submit aborted (debug mode is enabled)."); this.SubmitButton.click(), this.hooks['onSubmit'].forEach((callback) => callback.call(this)); //this.hooks['onAfterSubmit'].forEach((callback) => callback.call(this)); } else { return console.log("Submit failed (conditions did not evaluate to true)."); } }, ...lockedProperty }, 'interceptSubmit': { value: function (handleInterceptedSubmit = () => { return new Promise((resolve) => resolve(undefined)) }) { try { window.NA.DonationForm.SubmitButtonCopy = window.NA.DonationForm.SubmitButtonCopy || createNewSubmitButton(window.NA.DonationForm.SubmitButton, { cloneOriginal: false, hideOriginal: true, observeOriginal: false }); window.NA.DonationForm.SubmitButtonCopy.addEventListener('click', async (event) => { event.preventDefault(), event.stopPropagation(); const shouldFormSubmit = await handleInterceptedSubmit.call(this, event); if (shouldFormSubmit) { console.info("Submit allowed by initial interceptSubmit callback function resulting in a truthy evaluation."); const formIsValid = await window.NA.DonationForm.validate(); if (!formIsValid) { // if submit allowed but there are known errors in the form console.warn("Form has known errors. Attempting to submit to show errors then retrying."); console.log("Submitting..."); window.NA.DonationForm.submit(true); // submit anyway to trigger the error to be shown window.NA.DonationForm.SubmitButton.style.setProperty("display", "none"), debug.info("SubmitButton hidden."), // hide the original submit button again window.NA.DonationForm.SubmitButtonCopy.style.setProperty("display", "none"), debug.info("SubmitButtonCopy hidden."); // hide the copy of the submit button again window.NA.DonationForm.SubmitButtonCopy.style.removeProperty("display"), debug.info("SubmitButtonCopy unhidden."); // show the copy of the submit button } else { console.log("Submitting..."); window.NA.DonationForm.submit(true); } } else { console.log("Submit prevented."); console.info("Next submit will be allowed."); window.NA.DonationForm.SubmitButton.style.removeProperty("display"), debug.info("SubmitButton unhidden."); // show the original submit button so that if something goes wrong the user can still click the submit button window.NA.DonationForm.SubmitButtonCopy.style.setProperty("display", "none"), debug.info("SubmitButtonCopy hidden."); // hide the copy of the submit button that intercepts submit attempts so that there aren't two buttons } }); console.log("Submit intercept added.\nButton:", window.NA.DonationForm.SubmitButtonCopy); } catch (error) { console.error("Failed to add submit intercept:", error); } }, ...lockedProperty }, 'validate': { value: async function (root = undefined) { if (!this || this === null) throw new Error("validate: Unable to read API context."); root = root || this.root; const flattenArray = (array) => array.reduce((flat, toFlatten) => flat.concat(Array.isArray(toFlatten) ? flattenArray(toFlatten) : toFlatten), []); try { const freqency = await this.getFrequency(), amount = await this.getAmount(); if (!freqency || !amount) return false; if (amount < this.FORM_MINIMUM || amount > this.FORM_MAXIMUM) return console.error("validate:", "Gift amount is invalid:", amount), false; let requiredFields = Array.from(root.querySelectorAll('label:has(.form-required)')) .map((label) => document.getElementById(label.htmlFor) || (label.nextElementSibling || label.previousElementSibling)) .filter((_) => !!_) // remove blanks .filter((field) => { if (field.name && field.name.includes('[payment_information]')) return false; return true; }) .map((field) => { if (field.matches("div")) return [...field.querySelectorAll('input')]; return field; }) requiredFields = flattenArray(requiredFields); const valid = requiredFields.every((input) => { const type = input.tagName.toLowerCase() === 'select' ? 'select' : input.type; const { name, value, id } = input; //console.log(type, name, value); if (name === 'submitted[payment_information][payment_fields][credit][card_number]') { if (value && value.length === 16) return true; return console.error("validate:", name+':', "CC is invalid."), false; } if (name === 'submitted[leadership_circle]') return true; if (name === 'submitted[donation][other_amount]' || name === 'submitted[donation][recurring_other_amount]') if (amount) return true; switch (type) { case 'email': const emailRegex = /^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$/; if (!emailRegex.test(value)) return console.error("validate:", name+':', "Email address is invalid.\n", input, value), false; return true; case 'tel': if (!value || value.length < 10) return console.error("validate:", name+':', "Phone number is invalid.\n", input, value), false; return true; case 'select': case 'radio': case 'text': if (!value || value.length === 0) return console.error("validate:", name+':', "Field is invalid.\n", input, value), false; return true; default: debug.log("default"); return true; } /*if (!value || value.length === 0) return false;*/ }); return valid; } catch (error) { console.error(error); return false; } }, ...lockedProperty }, //'makeTabbed': { value: function(){} }, 'DonationInterrupter': { value: { init: initDonationInterrupter.bind(api) }, enumerable: true, configurable: true, writable: true, } }); initHooks(api, ['onFrequencyChange', 'onAmountChange', 'onTrySubmit', 'onSubmit']); api.Frequencies.addEventListeners('change', (event) => { if (event.target.checked) { api.hooks['onFrequencyChange'].forEach((callback) => { callback.call(api, event.target.value); }); } }); Object.entries(api.GiftArrays).forEach(([ key, GiftArray ]) => { GiftArray.addEventListeners('change', (event) => { if (event.target.checked) { api.hooks['onAmountChange'].forEach((callback) => { callback.call(api, event.target.value); }); } }); }); api.SubmitButton.addEventListener('click', (event) => { api.hooks['onTrySubmit'].forEach((callback) => callback.call(api, event)); }); api.root.addEventListener('submit', (event) => { api.hooks['onSubmit'].forEach((callback) => callback.call(api, event)); }); if (options.makeTabbed) api.makeTabbed(); /*if (options.fakeSubmit) window.NA.DonationForm.SubmitButtonCopy = window.NA.DonationForm.SubmitButtonCopy || createNewSubmitButton(window.NA.DonationForm.SubmitButton, { cloneOriginal: false, hideOriginal: true, observeOriginal: false });*/ return api; } function createNewSubmitButton (originalSubmitButton = window.NA.DonationForm.SubmitButton, options = {}) { const defaultOptions = { cloneOriginal: true, hideOriginal: true, observeOriginal: true, }; options = { ...defaultOptions, ...options }; const newSubmitButton = document.createElement('button'); //newSubmitButton.id = "submit-button-copy"; newSubmitButton.classList.add("btn"); newSubmitButton.textContent = originalSubmitButton.value; originalSubmitButton.after(newSubmitButton); options.hideOriginal && originalSubmitButton.style.setProperty("display", "none"); return newSubmitButton; } function initHooks (api, hookNames = []) { const hooks = Object.fromEntries(hookNames.map((hookName) => ([hookName, new Array()]))); Object.defineProperty(api, 'hooks', { value: hooks, ...lockedProperty }); } function initDonationInterrupter (options = {}) { const getExpId = () => { let experiments = window._vwo_exp; experiments = Object.entries(window._vwo_exp); let id = experiments.find(([id, data]) => { const name = data.name; return name.match(/Donation Interrupter/); })[1]?.id; return id; }; const getExpVariation = (id) => { let experiment = window._vwo_exp[id]; return experiment.combination_chosen || experiment.combination_selected; }; const defaultOptions = { id: [ 'VWO', getExpId(), getExpVariation(getExpId()) ].join('-'), tokenName: ("NA__MPR_DonationInterrupter:" + [ 'VWO', getExpId(), getExpVariation(getExpId()) ].join('-')), min: 10, max: 100, askAmount: (originalAmount) => { if (originalAmount > 500) // $500+ return false; // don't show if (originalAmount >= 400) // $400-$500 return 50; if (originalAmount >= 300) // $300-$399 return 40; if (originalAmount >= 200) // $200-$299 return 30; if (originalAmount >= 100) // $100-$199 return 15; if (originalAmount < 100) // $100- return 10; return false; }, askFrequency: (originalFrequency) => { return "monthly"; }, popupHTML: { headingHTML: (` `), bodyHTML: (` `), }, }; options = { ...defaultOptions, ...options }; console.log("Initializing donation interrupter."); return new Promise((resolve, reject) => { try { const dialogElement = document.createElement('dialog'); dialogElement.id = options.id; dialogElement.classList.add("popup", "donation-interrupter", "NA"); dialogElement.innerHTML = `
${options.popupHTML.headingHTML} ${options.popupHTML.bodyHTML}
`; document.body.appendChild(dialogElement); // // const api = new Object({ askAmount: options.askAmount, askFrequency: options.askFrequency, }); Object.defineProperties(api, { id: { value: options.id, writable: false, enumerable: true, configurable: false, }, tokenName: { value: options.tokenName, writable: false, enumerable: true, configurable: false, }, Dialog: { value: dialogElement, writable: false, enumerable: true, configurable: true, }, show: { value: function () { this.update(), this.Dialog.showModal(), vwoCustomEvent(`${this.id}:shown`); this.storedState.updateTokenProperty("lastShown", getCurrentDate()); this.hooks['onShow'].forEach((callback) => callback.call(this)); }, ...lockedProperty }, hide: { value: function () { this.Dialog.close(), this.hooks['onHide'].forEach((callback) => callback.call(this)); }, ...lockedProperty }, update: { value: function () { this.Dialog.dispatchEvent(new CustomEvent('update'), { bubbles: false }); }, ...lockedProperty } }); Object.defineProperty(api, 'storedState', { value: { storageApi: localStorage, getToken: (function () { const tokenName = this.tokenName, storageApi = this.storedState.storageApi; return JSON.parse(storageApi.getItem(tokenName)) || null; }).bind(api), setToken: (function (tokenValue) { const tokenName = this.tokenName, storageApi = this.storedState.storageApi; return storageApi.setItem(tokenName, JSON.stringify(tokenValue)); }).bind(api), updateTokenProperty: (function (tokenPropertyName, tokenPropertyValue) { let state = this.storedState.getToken() || {}; state[tokenPropertyName] = tokenPropertyValue; this.storedState.setToken(state); return (this.storedState.getToken() || {})[tokenPropertyName] || undefined; }).bind(api), } }); initHooks(api, ['onShow', 'onHide', 'onUpdate', 'onYes', 'onNo']); function handleDialogUpdate (event) { // update dynamic text in the dialog Array.from(this.Dialog.querySelectorAll('[data-value]')).forEach(async (el) => { const attributeValue = el.getAttribute('data-value'); const currentAmount = await window.NA.DonationForm.getAmount(), currentFrequency = await window.NA.DonationForm.getFrequency(); if (attributeValue.match("askAmount")) { el.textContent = this.askAmount(currentAmount); } else if (attributeValue.match("askFrequency")) { el.textContent = this.askFrequency(currentFrequency); } else if (attributeValue.match("originalAmount") || attributeValue.match("amount")) { el.textContent = currentAmount; } else if (attributeValue.match("originalFrequency") || attributeValue.match("frequency")) { el.textContent = currentFrequency; } }); this.hooks['onUpdate'].forEach((callback) => callback.call(this)); } api.Dialog.addEventListener('update', handleDialogUpdate.bind(api)); // const handleYes = (async function () { vwoCustomEvent(`${this.id}:DonationInterrupter:yes`); const currentAmount = await window.NA.DonationForm.getAmount(), currentFrequency = await window.NA.DonationForm.getFrequency(); const catchAsyncError = (error) => { console.error("An error occured:", error); debugger; this.hide(); }; window.NA.DonationForm.setFrequency(this.askFrequency(currentFrequency)).then((frequency) => { console.log("Updated frequency:", frequency); window.NA.DonationForm.setAmount(this.askAmount(currentAmount)).then((amount) => { console.log("Updated amount:", amount); setTimeout(() => { console.log("Submitting..."); try { window.NA.DonationForm.submit(); } catch (error) { console.error("Error when submitting."); } finally { this.hide(); } }, 100); }).catch(catchAsyncError); }).catch(catchAsyncError); this.storedState.updateTokenProperty("lastConverted", getCurrentDate()); }).bind(api); const handleNo = (function () { vwoCustomEvent(`${this.id}:DonationInterrupter:no`); setTimeout(() => { console.log("Submitting..."); try { window.NA.DonationForm.submit(); } catch (error) { console.error("Error when submitting."); } finally { this.hide(); } }, 100); this.storedState.updateTokenProperty("lastDismissed", getCurrentDate()); }).bind(api); const handleCancel = (function () { this.hide(); this.storedState.updateTokenProperty("lastDismissed", getCurrentDate()); }).bind(api); async function handleDialogButtonClick (event) { event.preventDefault(); if (event.target.hasAttribute('data-action')) { if (event.target.getAttribute('data-action').match("yes")) { await handleYes.call(this); this.hooks['onYes'].forEach((callback) => callback.call(this)); } if (event.target.getAttribute('data-action').match("no")) { await handleNo.call(this); this.hooks['onNo'].forEach((callback) => callback.call(this)); } } } Array.from(api.Dialog.querySelectorAll('.popup__footer button')).forEach((button) => button.addEventListener('click', handleDialogButtonClick.bind(api))); if (api.Dialog.querySelector('.btn-dismiss')) api.Dialog.querySelector('.btn-dismiss').onclick = handleCancel; window.NA.DonationForm.DonationInterrupter = api; async function shouldDonationInterrupterShow () { return new Promise(async (resolve, reject) => { const shouldSubmit = true, shouldNotSubmit = false; const shouldShow = () => { this.show(), resolve(shouldNotSubmit) }, shouldNotShow = () => resolve(shouldSubmit); try { const formIsValid = await window.NA.DonationForm.validate(); if (!formIsValid) return console.log("One or more donation form fields are invalid; donation interrupter will not be shown."), shouldNotShow(); const currentFrequency = await window.NA.DonationForm.getFrequency(), currentAmount = await window.NA.DonationForm.getAmount(), askFrequency = this.askFrequency(currentFrequency), askAmount = this.askAmount(currentAmount); if (!currentFrequency || askFrequency == currentFrequency) return console.log("Ask frequency returned false or invalid; donation interrupter will not be shown."), shouldNotShow(); if (askAmount == false || askAmount <= 0) return console.log("Ask amount returned false or invalid; donation interrupter will not be shown."), shouldNotShow(); } catch (error) { return console.error(error), shouldNotShow(); } try { /// Summary: shows when not seen before at all, or if seen and dismissed on a day that is not the current day (e.g. yesterday) const storedState = this.storedState.getToken(); if (!storedState || !storedState.hasOwnProperty("lastShown")) { // has not been seen before; first time return console.log("Donation interrupter not seen yet; donation interrupter will be shown."), shouldShow(); } else { // returning visitors if (storedState.hasOwnProperty("lastConverted")) { // the user has converted from the popup before return console.log("Already converted; donation interrupter will not be shown."), shouldNotShow(); } else if (storedState.hasOwnProperty("lastDismissed") && storedState['lastDismissed'] !== getCurrentDate()) { // if the popup has been dismissed before but the last time it was dismissed is NOT today return console.log("Donation interrupter dismissed, but not today; donation interrupter will be shown."), shouldShow(); } else { return console.log("Donation interrupter already seen and/or dismissed today; donation interrupter will not be shown."), shouldNotShow(); } } } catch (error) { return console.error(error), shouldNotShow(); } }); } window.NA.DonationForm.interceptSubmit(shouldDonationInterrupterShow.bind(api)); resolve(api); } catch (error) { console.error(error); } }); } window.NA = window.NA || {}; window.NA.DonationForm = window.NA.DonationForm || {}; window.NA.DonationForm.init = async function init () { console.log("Initializing donation form API. Waiting for required elements...."); return new Promise((resolve, reject) => { const asyncWaitForElement=async function(e,r=100,t=1e4){r=Number.isInteger(r)&&r>0&&r<=100?r:parseInt(r);let n="Array";if("NaN"==r)return console.error("Invalid refresh interval:",r);Array.isArray(e)||"string"!=typeof e||(n="string",e=[e]);let l=e=>document.querySelector(e),i=e=>e.every(e=>!!l(e));return new Promise((R,a)=>{let m=(e,r=null)=>(r&&clearInterval(r),R("Array"==n||e.length>1?e.map(e=>l(e)):l(e[0]))),o=n=>{console.error(`${n.name}: ${n.message}`);let l=()=>asyncWaitForElement(e,r=100,t=1e4);return a(n,l)};try{if(i(e))return m(e);let s=setInterval(()=>{if(i(e))return m(e,s)},1e3/r);setTimeout(()=>{try{if(!i(e)){clearInterval(s);let r=Error(`Failed to find matching elements within ${t}ms`);throw r.name="Timed Out",r}}catch(n){return o(n)}},t)}catch(u){return o(u)}})}; asyncWaitForElement([ 'form.webform-client-form', '#webform-component-donation--recurs-monthly', '#webform-component-donation--amount', '#webform-component-donation--recurring-amount', '.form-actions input[type="submit"]' ]).then(([ componentDonationForm, componentFrequency, componentAmountOnetime, componentAmountMonthly, formSubmitButton ]) => { const api = DonationFormAPI({ root: componentDonationForm, frequencyRadios: [...componentFrequency.querySelectorAll('.form-type-radio')], amountRadios: [ [...componentAmountOnetime.querySelectorAll('div > .form-type-radio, div > .webform-component-textfield')], [...componentAmountMonthly.querySelectorAll('div > .form-type-radio, div > .webform-component-textfield')], ], submitButton: formSubmitButton, // }); window.NA.DonationForm = { ...window.NA.DonationForm, ...api }; resolve(window.NA.DonationForm); }).catch((error) => reject(error)); }); }; }catch(e) {console.error(e)} return vwo_$('head')[0] && vwo_$('head')[0].lastChild;})("head")}}, R_940895_39_1_2_0:{ fn:function(log,nonce=''){return (function(x) { try{ var ctx=vwo_$(x),el; /*vwo_debug log("Revert","content",""); vwo_debug*/; el=vwo_$('[vwo-element-id="1740425171461"]'); el.revertContentOp().remove(); } catch(e) {console.error(e)} try{ var el,ctx=vwo_$(x); /*vwo_debug log("Revert","addElement","body"); vwo_debug*/(el=vwo_$('[vwo-element-id="1740425171462"]')).remove(); } catch(e) {console.error(e)} return vwo_$('head')[0] && vwo_$('head')[0].lastChild;})("head")}}, C_940895_39_1_2_1:{ fn:function(log,nonce=''){return (function(x) { try{ var _vwo_sel = vwo_$("`); !vwo_$("head").find('#1740425171462').length && vwo_$('head').append(_vwo_sel);}catch(e) {console.error(e)} try{}catch(e) {console.error(e)} try{const DONATION_INTERRUPTER_OPTIONS = { headingSectionHTML: (` `), bodySectionHTML: (` `), min: 100, // do not show if original gift is below this amount max: 500, // do not show if original gift is above this amount askAmount: (originalAmount) => { // the input is the original amount // the output is the ask amount, or false if the input does not map to an ask amount if (originalAmount > 500.00) // $500+ return false; // don't show if (originalAmount >= 400.00) // $400-$500 return 50.00; if (originalAmount >= 300.00) // $300-$399 return 40.00; if (originalAmount >= 200.00) // $200-$299 return 30.00; if (originalAmount >= 100.00) // $100-$199 return 15.00; if (originalAmount < 100.00) // $100- return 10.00; return false; }, }; // // // // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * // // // window.NA.DonationForm.init({ makeTabbed: false }).then(async (donationFormApi) => { //console.log("DonationForm:", donationFormApi); console.log("Donation Form: %c READY %c", 'background-color: MediumSeaGreen; color: white; font-weight: bold;', 'background-color: unset; color: unset; font-weight: unset;'); console.log(donationFormApi); const interrupter = await donationFormApi.DonationInterrupter.init({ min: DONATION_INTERRUPTER_OPTIONS.min, max: DONATION_INTERRUPTER_OPTIONS.max, askAmount: DONATION_INTERRUPTER_OPTIONS.askAmount, popupHTML: { headingHTML: DONATION_INTERRUPTER_OPTIONS.headingSectionHTML, bodyHTML: DONATION_INTERRUPTER_OPTIONS.bodySectionHTML, }, }); 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Marketplace®

Daily business news and economic stories
Feb 15, 2021

Banks are getting interested in big data to figure out their climate risk

Some financial regulatory bodies already require climate risk assessments.

Flames rise near homes during the Blue Ridge Fire on Oct. 27, 2020 in Chino Hills, Calif.
Flames rise near homes during the Blue Ridge Fire on Oct. 27, 2020 in Chino Hills, Calif.
David McNew/Getty Images
This episode originally aired on Dec. 1, 2020.

The Biden administration has made tackling climate change a priority. And a big element of the business story around climate change is risk. The risk to cities, states and countries, to businesses and the banks that invest in all of them.

Some regulatory bodies, like the European Central Bank, require climate risk assessment. It’s possible the Federal Reserve may eventually as well. I spoke with Emilie Mazzacurati, who runs the climate data firm Four Twenty Seven, which was acquired by Moody’s last year. It uses big data analysis to help companies and governments figure out the risk climate change poses to them. The following is an edited transcript of our conversation.

A headshot of Emelie Mazzacurati, who runs the climate data firm Four Twenty Seven, which was acquired by Moody’s last year.
Emilie Mazzacurati
Four Twenty Seven

Emilie Mazzacurati: The very first thing that needs to happen is, first, to understand, identify the nature of the risk — this could be storms, floods, wildfires, heat waves — [and] what those impacts are going to be. And then, the second step is to understand how those impacts translate in terms of financial risk, credit risk. And this is where we’re working closely with our parent company, Moody’s, to understand how exposure to extreme weather events, for example, translates in terms of impacts on cash flow, on asset valuation, and therefore whether we see an increase in the risk of default, or whether we anticipate an impact on the stock performance — the type of metrics that investors, asset managers are going to be looking at.

Molly Wood: Is Moody’s starting to take an investment climate risk into account when giving it a rating? Is that on the horizon?

Mazzacurati: I’ll start with a disclaimer, which is I am not speaking on behalf of the credit rating agency Moody’s Investors Service, but we are a key data provider to the input. And there are now a number of rating activities where physical risk is being incorporated systematically. So, for example, when looking at municipalities or states or cities in the United States, there is going to be a paragraph in the opinion that describes whether there is risk related to climate or other environmental, social governance risks. If you think of a city like Venice, or certain states on the East Coast, the long-term implication of potential impacts on properties and infrastructure that are coastal can be really meaningful. It gets a little bit to the question of, on the one hand, the time horizon: When will this become sufficiently disruptive that it would become a financial issue? And also a matter of what is the adaptation and resilience policy and planning around that, such that some of those effects could be mitigated or could be, if not avoided, at least managed in a way that is not so harmful to the city from an economic and financial standpoint.

Wood: Is this the kind of work, and hopefully eventual regulatory framework, that will create commercial incentives for solutions?

Mazzacurati: In and of itself, if we only keep focused on risk, we may not be incentivizing everything that needs to happen from an adaptation standpoint. If you think of how that’s been handled in other sectors, there was the creation a number of years ago of ARPA-E at the federal level, an innovation agency that invests in energy technology. We would need an ARPA-A for adaptation. There’s a number of other policy mechanisms that can be used to support innovation and market creation. So the risk is one of the key mechanisms. It’s a pre-requirement, but in and of itself, it is not going to allow the market to really bloom and expand as much as it should. So there’s a number of other policy actions that could be taken to support that.

Wood: In terms of driving adaptation and resilience, and I guess specifically investment in adaptation and resilience, is that a connection that you’re seeing starting to happen, that these markets are being created in a way as a result of this modeling?

Mazzacurati: I think we’re slowly moving in that direction. I don’t think we can quite claim victory yet. What we’re going to see is it’s going to become a lot more attractive from a financial standpoint to invest in adaptation and resilience once we have a better understanding of the costs. The fact that credit rating agencies like Moody’s are starting to incorporate physical risk. The fact that investors are incorporating this data in pricing risk for their investment in terms of return expectation. All of this is going to start really affecting directly the type of issuers, organizations, corporations, that hold the levers with regard to adaptation investments and make it worth it for them to invest in, say, flood prevention for building or for a facility. The other place where we’re seeing an evolution is — slow, but growing awareness — that banks have a critical role to play in financing adaptation. And so those products are a little more widespread in Europe, but we’re not there yet either. In the U.S., we see products around offering more advantageous financing for energy efficiency or energy-efficient homes, for example. You may get better terms on your mortgage if you have a home that meets certain requirements in terms of energy efficiency. This thinking can and should be applied much more broadly around offering better terms for loans where there is some of that money going towards adaptation or resilience investment, or offering better terms or risk premium for facilities or companies that have done this effort. It all comes back to, really, pricing and rewarding those investment[s] and pricing the cost of not doing them to create the incentive and make the financial case work, where it can be a little difficult to really see the return on investment on some of those efforts just because of the nature of the uncertainty of climate impacts and risk.

Wood: How have the conversations about climate, just generally, changed since the COVID-19 outbreak began?

Mazzacurati: That’s interesting. When the outbreak started, I think a number of us in climate thought that climate would go on the back burner and we would go back a few years in terms of policy and integration of climate into financial and risk management processes. And we’ve actually seen the opposite, in that COVID-19 almost made the case that one should plan for unexpected scenarios, that things that risk managers warn about actually can happen. And when they happen, they’re very, very costly and very painful. And so we’ve seen a reengagement, almost, on the climate, as if COVID-19 had further reinforced the need for good risk management, for thinking outside the box in terms of what can happen, because so many things happened in the past year that nobody would have imagined. No one would have imagined all the planes grounded and people working from home for months on end, and everything that we’ve been and are still going through. So now when you look at climate, and you say, “Well, what happens if we stop using fossil fuel?” it’s not so crazy an idea anymore because we’ve seen that crazier things can happen, in a way. So there’s been that, and also, a little bit in the U.S., maybe more so in some other regions, we’re seeing the integration of climate embedded into discussions around recovery and economic recovery packages. So the green growth, this idea that if we’re going to reinvest a lot of money in the economy, we might as well do it in a way that is compatible with climate and the things that need to change, rather than continue to fund the same old practices.

Flood waters from Hurricane Delta are seen near structures damaged by Hurricane Laura on October 10, 2020 in Cameron, Louisiana.
Floodwaters from Hurricane Delta inundate an area near structures damaged by Hurricane Laura in Louisiana. Awareness of climate risk is growing among financial managers.
Mario Tama/Getty Images

The Team