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t.filter(i=>i.hypotheses.some(o=>o.type!=="dom"&&(o.isControl&&o.type===s&&o.affix===template.suffix||o.type==="theme"||o.isControl&&o.type==="urlRedirect"&&o.redirectPath&&e.pathname.endsWith(o.redirectPath)||o.type==="basicScript"))&&(!e.searchParams.has("view")||i.hypotheses.filter(o=>!o.isControl).map(o=>o.affix).includes(e.searchParams.get("view")??"")))}domTestsForUrl(t){const e=new URL(window.location.href);return t.filter(s=>s.hypotheses.some(i=>i.type==="dom"&&i.domSelectors&&i.domSelectors.some(o=>new RegExp(R(o)).test(e.toString()))))}async filterTestsByAudience(t,e,s){const i=[];let o=e.country;!o&&t.some(n=>n.requiresCountry&&!s.some(a=>a.testId===n.id))&&(this.log("Hiding page to check geoip"),this.hidePage(),o=await this.makeJsonRequest({method:"get",url:`${this.eventHost}/api/v0/visitors/get-country`,signal:AbortSignal.timeout(this.getCountryTimeout)}).catch(n=>(this.log("Error getting country",n),null)));for(const n of t){this.log("Checking audience for test 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t.length===0?null:t.some(e=>e.isThemeTest)?"theme":"templateOrUrlRedirect"}pickHypothesis(t){let e=Math.random();const s=t.hypotheses.reduce((o,n)=>o+n.visitorCount,0);return t.hypotheses.sort((o,n)=>o.isControl?n.isControl?0:-1:n.isControl?1:0).reduce((o,n)=>{if(o!==null)return o;const c=t.hypotheses.reduce((h,d)=>h&&d.visitorCount>20,!0)?n.visitorCount/s-n.trafficPercentage:0;return e<=n.trafficPercentage-c?n:(e-=n.trafficPercentage,null)},null)}typeFromTemplate(){switch(template.type){case"collection-list":return"collectionList";case"page":return"landing";case"article":case"blog":case"cart":case"collection":case"index":case"product":case"search":return template.type;default:return null}}queueRedirect(t){this.saveState(),window.setTimeout(()=>window.location.assign(t),0)}async syncAllEvents(){const t=async()=>{if(this.isSyncing){window.setTimeout(()=>void(async()=>await t())(),500);return}try{this.isSyncing=!0,await 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t=this.state.essential.visitorTests.filter(e=>e.shouldSendToGa);this.log("Syncing %s ga events",length);try{for(const e of t)this.sendGtagEvent(e.testId,e.hypothesisId),e.shouldSendToGa=!1}catch(e){this.log("Failed sending event to gtag",e)}finally{this.persistEssentialState()}}sendGtagEvent(t,e){this.log("Sending gtag event for",t,e);const s={exp_variant_string:`SL-${t}-${e}`};this.shopliftDebug&&Object.assign(s,{debug_mode:!0}),typeof window.gtag=="function"?gtag("event","experience_impression",s):(this.log("gtag not found, pushing to dataLayer"),window.dataLayer=window.dataLayer||[],window.dataLayer.push({event:"experience_impression",...s}))}updateLocalVisitor(t){let e;({visitorTests:e,...this.state.analytics.visitor}=t);for(const s of this.state.essential.visitorTests.filter(i=>!e.some(o=>o.testId===i.testId)))s.isSaved=!0,s.isInvalid=!0;for(const s of e)this.state.essential.visitorTests.some(o=>o.testId===s.testId)||this.state.essential.visitorTests.push(s);this.state.analytics.visitor.storedAt=new Date}async getVisitor(t){try{return await this.makeJsonRequest({method:"get",url:`${this.eventHost}/api/v0/visitors/by-key/${this.shop}/${t}`})}catch{return null}}async sendEvents(t){return await this.makeJsonRequest({method:"post",url:`${this.eventHost}/api/v0/events`,data:JSON.stringify(t)})}async getRemoteVisitor(t){return await this.makeJsonRequest({method:"get",url:`${this.eventHost}/api/v0/visitors/${t}`})}async updateShopifyAnalyticsId(t,e){return await this.makeJsonRequest({method:"put",url:`${this.eventHost}/api/v0/visitors/${t}`,data:JSON.stringify({shop:this.shop,shopifyAnalyticsId:e})})}getUTMValue(t){const s=decodeURIComponent(window.location.search.substring(1)).split("&");for(let i=0;i<s.length;i++){const o=s[i].split("=");if(o[0]===t)return o[1]||null}return null}hidePage(){this.log("Hiding 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wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i.test(i.substr(0,4)))&&(s=!0)}(navigator.userAgent||navigator.vendor),s}return t()?"mobile":e()?"tablet":"desktop"}removeAsyncHide(t){return()=>{t&&window.document.documentElement.classList.remove(t)}}async getCartState(){try{let t=await this.makeJsonRequest({method:"get",url:`${window.location.origin}/cart.js`});return t===null?null:(t.note===null&&(t=await this.makeJsonRequest({method:"post",url:`${window.location.origin}/cart/update.js`,data:JSON.stringify({note:""})})),t)}catch(t){return this.log("Error sending cart info",t),null}}async makeJsonRequest(t){const e=await this.makeRequest(t);return e===null?null:JSON.parse(await e.text(),g)}async makeRequest(t){const{url:e,method:s,headers:i,data:o,signal:n}=t,a=new Headers;if(i)for(const h in i)a.append(h,i[h]);(!i||!i.Accept)&&a.append("Accept","application/json"),(!i||!i["Content-Type"])&&a.append("Content-Type","application/json"),(this.eventHost.includes("ngrok.io")||this.eventHost.includes("ngrok-free.app"))&&a.append("ngrok-skip-browser-warning","1234");const c=await this.fetch(e,{method:s,headers:a,body:o,signal:n});if(!c.ok){if(c.status===204)return null;if(c.status===422){const h=await c.json();if(typeof h<"u"&&h.isBot)throw new w}throw new Error(`Error sending shoplift request ${c.status}`)}return c}queueAddVisitorToTest(t,e){this.state.essential.visitorTests.some(s=>s.testId===t)||this.state.essential.visitorTests.push({createdAt:new Date,testId:t,hypothesisId:e.id,isThemeTest:e.type==="theme",themeId:e.themeId,isSaved:!1,isInvalid:!1,shouldSendToGa:!0})}queueCartUpdate(t){this.queueEvent(new E(t))}queuePageView(t){this.queueEvent(new x(t))}queueEvent(t){!this.state.essential.consentApproved&&this.state.essential.hasConsentInteraction||this.state.analytics.queue.length>10||this.state.analytics.queue.push(t)}legacyGetLocalStorageVisitor(){const t=this.localStorageGet(this.legacySessionKey);if(t)try{return JSON.parse(t,g)}catch{}return null}pruneStateAndSave(){this.state.essential.visitorTests=this.state.essential.visitorTests.filter(t=>this.testConfigs.some(e=>e.id==t.testId)||this.inactiveTestConfigs.filter(e=>this.testIsPaused(e)).some(e=>e.id===t.testId)),this.saveState()}saveState(){this.persistEssentialState(),this.persistAnalyticsState()}loadState(){const t=this.loadAnalyticsState(),e={analytics:t,essential:this.loadEssentialState(t)},s=this.legacyGetLocalStorageVisitor(),i=this.legacyGetCookieVisitor(),o=[s,i].filter(n=>n!==null).sort((n,a)=>+a.storedAt-+n.storedAt)[0];return e.analytics.visitor===null&&o&&({visitorTests:e.essential.visitorTests,...e.analytics.visitor}=o,e.essential.isFirstLoad=!1,e.essential.initialState={createdAt:o.createdAt,referrer:o.referrer,utmCampaign:o.utmCampaign,utmContent:o.utmContent,utmMedium:o.utmMedium,utmSource:o.utmSource,device:o.device},this.deleteCookie("SHOPLIFT"),this.deleteLocalStorage(this.legacySessionKey)),!e.essential.consentApproved&&e.essential.hasConsentInteraction&&this.deleteLocalStorage(this.analyticsSessionKey),e}loadEssentialState(t){var a;const e=this.loadLocalStorage(this.essentialSessionKey),s=this.loadCookie(this.essentialSessionKey),i=this.getInitialState();(a=t.visitor)!=null&&a.device&&(i.device=t.visitor.device);const o={timestamp:new Date,consentApproved:!1,hasConsentInteraction:!1,debugMode:!1,initialState:i,visitorTests:[],isMerchant:!1,isFirstLoad:!0},n=[e,s].filter(c=>c!==null).sort((c,h)=>+h.timestamp-+c.timestamp)[0]??o;return n.initialState||(t.visitor!==null?n.initialState=t.visitor:(n.initialState=i,n.initialState.createdAt=n.timestamp)),n}loadAnalyticsState(){const t=this.loadLocalStorage(this.analyticsSessionKey),e=this.loadCookie(this.analyticsSessionKey),s={timestamp:new Date,visitor:null,queue:[]};return[t,e].filter(i=>i!==null).sort((i,o)=>+o.timestamp-+i.timestamp)[0]??s}persistEssentialState(){this.log("Persisting essential state"),this.state.essential.isFirstLoad=!1,this.persistLocalStorageState(this.essentialSessionKey,this.state.essential),this.persistCookieState(this.essentialSessionKey,this.state.essential)}persistAnalyticsState(){this.log("Persisting analytics state"),this.state.essential.consentApproved&&(this.persistLocalStorageState(this.analyticsSessionKey,this.state.analytics),this.persistCookieState(this.analyticsSessionKey,this.state.analytics))}loadLocalStorage(t){const e=this.localStorageGet(t);return e===null?null:JSON.parse(e,g)}loadCookie(t){const e=this.getCookie(t);return e===null?null:JSON.parse(e,g)}persistLocalStorageState(t,e){e.timestamp=new Date,this.localStorageSet(t,JSON.stringify(e))}persistCookieState(t,e){e.timestamp=new Date;const s=JSON.stringify(e),i=new Date(new Date().getTime()+864e5*365).toUTCString();document.cookie=`${t}=${s};domain=.${window.location.hostname};path=/;expires=${i};SameSite=Strict;`}deleteCookie(t){const e=new Date(0).toUTCString();document.cookie=`${t}=;domain=.${window.location.hostname};path=/;expires=${e};`}deleteLocalStorage(t){window.localStorage.removeItem(t)}getChannel(t){var s;return((s=[{"name":"cross-network","test":(v) => new RegExp(".*cross-network.*", "i").test(v.utmCampaign)},{"name":"direct","test":(v) => v.utmSource === "" && v.utmMedium === ""},{"name":"paid-shopping","test":(v) => (new RegExp("^(?:Google|IGShopping|aax-us-east\.amazon-adsystem\.com|aax\.amazon-adsystem\.com|alibaba|alibaba\.com|amazon|amazon\.co\.uk|amazon\.com|apps\.shopify\.com|checkout\.shopify\.com|checkout\.stripe\.com|cr\.shopping\.naver\.com|cr2\.shopping\.naver\.com|ebay|ebay\.co\.uk|ebay\.com|ebay\.com\.au|ebay\.de|etsy|etsy\.com|m\.alibaba\.com|m\.shopping\.naver\.com|mercadolibre|mercadolibre\.com|mercadolibre\.com\.ar|mercadolibre\.com\.mx|message\.alibaba\.com|msearch\.shopping\.naver\.com|nl\.shopping\.net|no\.shopping\.net|offer\.alibaba\.com|one\.walmart\.com|order\.shopping\.yahoo\.co\.jp|partners\.shopify\.com|s3\.amazonaws\.com|se\.shopping\.net|shop\.app|shopify|shopify\.com|shopping\.naver\.com|shopping\.yahoo\.co\.jp|shopping\.yahoo\.com|shopzilla|shopzilla\.com|simplycodes\.com|store\.shopping\.yahoo\.co\.jp|stripe|stripe\.com|uk\.shopping\.net|walmart|walmart\.com)$", "i").test(v.utmSource) || new RegExp("^(.*(([^a-df-z]|^)shop|shopping).*)$", "i").test(v.utmCampaign)) && new RegExp("^(.*cp.*|ppc|retargeting|paid.*)$", "i").test(v.utmMedium)},{"name":"paid-search","test":(v) => new 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Episode 45 – Sampling – Scorebuilders
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Q&A Podcast
Take a deep dive into a variety of exam questions, gaining insight from seasoned Scorebuilders’ instructors as they help you understand and examine the why behind the correct answer. Ready to elevate your exam prep? Let’s go!
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Episode 45 – Sampling
Scott Giles PT, DPT, MBA
Posted 02/04/2025
Watch the video version of this Q&A episode on YouTube - https://youtu.be/Al-YBtrMa18
A physical therapist participates in a research study examining the optimal frequency for performing a lower extremity strengthening exercise. The therapist is worried the results of the study may not be generalizable since non-probability sampling was used. Which of the following is considered a type of non-probability sampling?
1. Snowball sampling 2. Simple random sampling 3. Systematic sampling 4. Cluster sampling
Transcript
Welcome back to the Scorebuilders’ Question and Answer Podcast! This podcast provides members of the Scorebuilders’ team with the opportunity to explore challenging multiple-choice examination questions with students actively preparing for the licensing examination. My name is Scott Giles and I will be your host for today’s journey.
Ready? Let’s go!
A physical therapist participates in a research study examining the optimal frequency for performing a lower extremity strengthening exercise. The therapist is worried the results of the study may not be generalizable since non-probability sampling was used. Which of the following is considered a type of non-probability sampling?
1. Snowball sampling 2. Simple random sampling 3. Systematic sampling 4. Cluster sampling
Let’s review both Probability and Non-Probability Sampling.
Probability Sampling Probability sampling is a method of sampling that uses some form of random selection. Every member of the population must have the same probability of being selected for the sample since the sample should be free of bias and representative of the population.
Non-probability Sampling Non-probability sampling is any method of sampling that does not involve random selection of subjects.
The question offers several specific pieces of extraneous information. However, to answer the question correctly, a student only needs to identify the non-probability sampling method.
Let’s dig in!
Option 1 - Snowball sampling Snowball sampling is a type of non-probability sampling in which subjects are identified by asking existing subjects to identify the names of other potential participants.
Snowball sampling is used when the characteristic to be studied is rare and it would be extremely difficult and costly to identify individuals with this characteristic.
Option 2 - Simple random sampling Simple random sampling is a type of probability sampling in which subjects have an equal chance of being selected for the sample. The sampling method often relies on a table of random numbers or a random number generator on a computer to determine the sample.
Simple random sampling is not the most statistically efficient method of sampling and may not result in a representative sample since it is the luck of the draw.
Option 3 - Systematic sampling Systematic sampling is a type of probability sampling in which subjects are selected by taking every nth subject from the population. The size of the interval is based on the size of the population and the desired sample size.
The greatest advantage associated with this sampling technique is its simplicity.
Option 4 - Cluster sampling Cluster sampling is a type of probability sampling in which the population is divided into clusters or areas (usually along geographic boundaries) and a random sample of the clusters is selected. Then, all of the units in the selected samples are measured.
The sampling technique is less costly and more efficient than simple random sampling, especially when the population is spread across a wide geographic region.
Option 1 is a form of non-probability sampling while options 2, 3, and 4 are forms of probability sampling.
This fact certainly expedited the decision making process!
The correct answer is Option 1
Let’s explore the all student data: 44% of students selected Option 1, Snowball sampling, the correct response 12% of students selected Option 2, Simple random sampling 17% of students selected Option 3, Systematic sampling 27% of students selected Option 4, Cluster sampling
System Classification This question is a Non-Systems question which represents approximately 14% of all exam items.
Content Outline Classification This question is a Safety and Protection; Professional Responsibilities; Research question which represents approximately 8% of all exam items.
Level Classification This question is a Level 1 question since the question requires students to possess basic foundational academic knowledge. Remediation of Level 1 questions occurs through academic review of entry-level content using textbooks, review books, Basecamp, and flash cards.
Academic Focus Area Looking to review related academic content? Check out page 834 in PTEXAM: The Complete Study Guide.
Thanks for joining us on the Scorebuilders Q and A podcast! See you next week!