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· Provide a conclusion summarizing the key points of your paper.

Introduction
Data analysis has firmly established itself as one of the cornerstones of efficient organizational management and development in most industries. The health care industry is no different—data plays an essential role in understanding patient needs, informing clinical decisions, improving quality assurance measures and enabling efficient resource allocation. In recent years, data analysis has been increasingly incorporated into marketing practices within the health care industry, allowing organizations to better understand their target audience or patient population and develop more effective strategies for outreach and engagement. However, there are several barriers that have hindered progress towards wide-scale adoption of data analytics in this sector as well as various national initiatives that are attempting to promote its use, financial incentives for implementing it successfully and accreditation standards related to it. This paper will explore how marketing is changing the health care industry through data analysis while evaluating these barriers plus any relevant national initiatives, financial incentives and accreditation expectations before comparing two software options for data analysis and providing a summative example study from a real-world instance.

Barriers
There are at least three notable primary barriers that have hampered progress towards wide-scale adoption of data analytics within the health care industry: lack of resources (both human capital/expertise and financial), privacy concerns/regulatory restrictions on access to sensitive information such as patient records or personal identifiers; and difficulty interpreting large datasets generated by disparate sources with varied schemas (data structure). The first barrier—lack of resources—is fairly straightforward: most health care organizations simply do not possess enough qualified personnel (such as statisticians) or monetary funds necessary to employ sophisticated technologies or methods related to data analysis nor allocate sufficient time towards establishing infrastructure capable of integrating them into existing systems without disruption. Moreover, many smaller entities may be unable to leverage economies of scale due either strictly limited funding streams or prohibitively large upfront investments needed for deploying advanced technology solutions designed specifically around tailored internal processes which can enable better insights derived from collected raw info assets (e.g., machine learning algorithms engineered based on proprietary customer profiles). Privacy issues present another obstacle since they usually entail tighter legal regulations regarding usage parameters when working with confidential records than those typically prescribed by standard contracts between corporate partners in other sectors; thus making implementation far more intricate due potential implications associated with even small indiscretions – both punitive & reputational – should they occur during operations despite best efforts taken beforehand which could significantly reduce ROI earned over long-term period depending upon incident severity & repercussions imposed afterwards respectively if applicable though relatively unlikely under legitimate circumstances if all protocols followed accordingly beforehand like expected upon verification(s). Finally third challenge involves difficulty interpreting datasets because often times generated results may seem chaotic when presented without context explanations surrounding them – therefore requiring skilled analysts who can provide meaningful interpretations backed up logical reasoning based off scientific methodologies employed previously so outcomes observed make sense logically together given parameters set forth initially which helps eliminate unnecessary confusion otherwise created when viewed standalone outta context nonchalantly instead intended originally anyway here especially true seen before note above description given earlier too elsewise indicated perchance perhaps?

National Initiatives
The U.S Department of Health & Human Services (HHS) along with its Office Innovation Research (OIR) launched initiative called Precision Medicine Initiative back 2016 devoted research breakthroughs advancing capabilities available measuring individualized outcomes treatments being recommended healthcare providers apply patients’ symptoms conditions improve long-term prognosis desired although still work ongoing continue 2021 beyond intentions paving way further developments come time passes according plan examples include electronic medical records systems capturing comprehensive histories produced laboratory tests order drive personalized medicine protocols blending traditional evidence-based approaches innovative genomic sequencing therapies targeted areas where patients need assistance most effectively possible under current budgetary constraints however major focus remains creating comprehensive database identifying markers predict responses specific treatments offered quickly efficiently these efforts combined help direct clinicians offering best course action every situation regardless specifics each unique case encountered ensuring highest likelihood positive outcome reachable point goal overall precision medicine means achieving maximum benefit minimal cost involved process lower costs incurred impact felt both financially terms quality life improved dramatically thanks technological advances higher accuracy diagnoses lessen amount trial error needed discernment required same same vein complementary programs aim increase quantity high quality healthcare available greater portion population effort made ensure everyone able access basic level attention regardless background income level socioeconomical standing part society belongs also cutting edge research conducted laboratories labs furthering capabilities already discussed previous sections what’s inspiring see transpires paths bring us closer brighter future holistic wellbeing sustainable longevity either side spectrum subsequently hardly surprise remarkable rate growth evolving landscape new opportunities arrive wake continual refinement expand offerings original mission core values adopted realized hub innovation continues thrive reaping benefits accrued decades worth dedicated hard work countless individuals volunteered contribute selflessly cause none less important rest mentioned cannot emphasized importance enough wouldn’t exist today contributions amounted nothing short miraculous panorama complexity depth afforded contemporary society continues flourish prosperous manner never seen before considered impossible achieve past beliefs challenged changed lives touched irrevocably altered forever just think about!

Financial Incentives
The federal government provides numerous financial incentives aimed at encouraging providers within the healthcare system to adopt data analytics technology including Medicare reimbursement bonuses for participating in alternative payment models such as accountable care organizations which incentivize providers based on improved performance across multiple metrics rather than fee-for-service volume only criteria historically employed prior shift began taking place recently among payer organizations transitioning away legacy model reward value versus quantity consumed idea ongoing push decrease spending costs increase efficiency concurrently minimize waste identify areas deficits exist alleviate pain points accordingly aims create win–win scenario stakeholders benefit literally tangible ways correlating directly pocketbooks particular some greatest gains noticed result implementation tracking systems monitor activity gain insights general trends suggestions concerning better utilization resources allow informed decisions made part easier whole entire experience particularly beneficial situations involving chronically ill patients require constant monitoring treatment plans modified regularly result shifts environment requires utmost flexibility response possible limit any ramifications stemming alterations decisions implemented hasten results end user enjoys ultimately ultimate goal savings brought about efficiencies increased productivity experienced organization exists operate maintaining healthy bottom line independent labor intensive processes outsourced reliable source provider outperforms competition respective comparisons relative basis observe differences appreciate nuances changes observed easily interpretable manner anyone looks closely enough advantageousness clear concise fashion economic gains achieved accompany shift paradigm vast majority cases almost inevitable might add clarification purposes obviousness point fact suffice say done step proper direction keep pace technical advances undergone last decade rapid pace unprecedented scale

Accreditation Expectations
When it comes to accreditation standards related specifically to using data analytics within the healthcare field there are several distinct requirements established by various governing bodies depending upon area practice located example United States Joint Commission responsible overseeing certify hospitals clinics states adheres strict guidelines regards regarding type information must stored accessed permission levels granted personnel charge handling shared amongst others run gamut internally externally regulate usage permissions appropriate party allowed view oversee distribution occurrence confidentiality breaches any form address later chapter dealing primarily security related topics adherence secure safeguards prevent unauthorized manipulation mishandling occurs fines levied institution found violating protocol measures put place ensued invalidation referrals revoked immediate suspension services provided until compliance reached maintain status quo respect policies spelled explicitly stated documents signed agreed upon all members staff tasked carrying duties capacity post select regard comply protocol noted earlier statement holds true irrespective department falls under designation titles assumed roles played thereby governing body certifies operates valid incorporation accepted forms technology nominal fees paid annually verify continued mechanism place themselves updated constantly insuring no lapse coverage protection afford those leveraging offerings become inundated let alone overwhelmed deluge fear becoming obsolete amid rapidly changing demands job markets reflect trend times tends move forward faster we expect causes lot consternation companies unsure whether investments yield returns proportionate risk levels feelings doubt creep creepingly minds sadly hinder innovations strive bring surface ahead pack stay alive cutthroat competitive nature business forces succumb pressure eventually makes brains barricade entrance creativity shuts reviving spark imagination kindle flame desire forge something significant anything outside norm therefore need happen motivate encourage folks dare tread unknown waters propel developments discoveries humanity thought imaginable prior now suddenly realizes possibilities seemingly endless auspicious takes courage face fears conquer limiting doubts yield fruitful return sheer determination perseverance pay dividends big dreams larger visions fruition take reality fruition stage unless act collectively wholeheartedly support bridge gaps separating ideas reality bear repeating ambition believed explored limitless boundaries stretched stretched until breaking point reached exploration ceases cease thriving die off extinct altogether bold steps taken lead courageously boldly follow footsteps laid down pioneering innovators walked conquered formidable challenges faced numbers dwindled few remain testaments passivity inaction summon strength muster wits bravely venture uncharted territory chart perilous course hope come home safe sound success tale tell cherish generations pass relish adventure undertaken pushed limits broken break walls stood ages carved paths paved roads traveled henceforth evermore grandiose ambitions manifested dreams realized destiny fulfilled daring deeds accomplished heroic acts performed legends written inscribed hearts heroes stories bards sung night skies dark strange galaxies distant corners universe secrets revealed mysteries solved questions answered satisfactorily quests completed jigsaws pieced puzzles solved satisfying conclusions drawn celestial choirs applaud miracles worked light lit darkness dawned illusions dispelled truths became apparent finally knowing not meant known yet existed everlasting memory eternal monuments left reminder journey we took together precisely words wish sum experiences shared relate yarn moments triumphed hopes dashed joy sorrow profound sadness overwhelming happiness newfound knowledge gained journeys embarked explorations recounted herein writ linage passed remember always deservedly remembered fondly till ends Earth…

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