Loading...

21 Jun 2026 10:31

Editor's Pick Media-Avataar Insights Recommended for You

Balancing the need for innovation and continuity in audience measurement

Dramatic changes in TV viewing behaviors over the past decade, driven primarily by widespread connected TV (CTV) adoption and increasing high-speed internet availability, have introduced an array of new data sets that are finding their way into measurement solutions. Generically referred to as big data, these data sets provide the opportunity to advance audience measurement to help both buyers and sellers better understand how TV programming—and ads—are performing.

The scale of big data

At a high level, there are two primary sources of big data that are being used in linear television audience measurement:

Return-path data (RPD) from cable and satellite set-top boxes (STBs)

Automatic content recognition (ACR) data from smart TVs

With 70.6% of U.S. TV homes owning a smart TV, up from 62.3% two years ago, one of the biggest benefits of big data is scale. Scale is important in today’s fragmented viewing landscape. Our big data set currently includes 45 million households in the U.S. and 75 million devices from Comcast, Dish, DirecTV, Roku, Vizio which rivals that of any other measurement provider.

70.6% of U.S. TV homes have a smart TV, up from 62.3% two years ago.

However, these data sets are not uniform or homogenous, and they were not designed for use in audience measurement. But that doesn’t mean that they can’t be used for this purpose. In fact, they can be very useful—but not by themselves. Making sense of big data requires a truth set that corrects for gaps, fluctuations and other intricacies in the big data set.

Ensuring measurement stability & representation

Pairing big data with a representative panel is critical to account for viewing across all devices and audiences in a stable way. Nielsen has a representative panel of 101,000 individuals from approximately 42,000 households that enables us to harness the power of big data while correcting for its shortcomings.

And the industry agrees. The World Federation of Advertisers’ (WFA) ‘North Star’ principles for cross-media measurement call for a combination of quality panel and big data. In August 2022, both the Video Advertising Bureau (VAB) and the Association of Advertisers (ANA) announced plans to build their own panels, as did Google for use in its online conversion measurement. Put differently, the industry is clamoring for approaches that both ensure representation and harness the power of big data. We believe Nielsen is uniquely positioned to provide these solutions.

We’ve invested a decade of research in integrating big data sets into our methodologies in innovative ways that also ensure continuity with our currency measurement. We incorporated big data into our U.S. local TV measurement in 2019 and into our national TV measurement in 2022. When used in concert with representative, persons-level panels, these big data sets can significantly advance the science of audience measurement.

Measurement is about people. Big data provides no information about the people who are doing the viewing. By pairing big data with panels, we’re able to understand who is viewing, as well as household makeup.

Measurement must be representative. Big data provides an incomplete picture of TV viewing. For example, RPD/STB and ACR data lack streaming coverage and over the air (OTA) viewing. As of November 2023, streaming accounted for 36.1% of television viewing in the U.S. Additionally, 18.1% of U.S. TV households have at least one TV set that accesses content using a digital antenna instead of STBs or an internet connection2. Big data viewing sources also may not include all devices in the home. This is particularly an issue with ACR data where the number of devices returning data is about 1.1 per home. The average U.S. TV home has about 2.5 sets. Panels are critical to cover these gaps, and any measurement solution that solely relies on big data would miss these audiences.

Measurement is more than just data sources. ACR data, for example, simply identifies images on a screen. If the same piece of content is airing on multiple channels at the same time, the ACR data has no way of accurately attributing viewing to one channel versus the other. Similarly, RPD and STB data are often incapable of verifying if a TV is even on. Different RPD/STB providers and original equipment manufacturers (OEMs) also have different ways of collecting and processing data. This makes ingestion, harmonization, householding, and calibration both critical and extremely complex.

Measurement shortcomings in RPD/STB and ACR data highlight why it is critical that these data are calibrated with people-based panels that accurately represent the diversity of a population.

Navigating the evolution of measurement

By marrying the scale of big data with person-level information from innovative new panel meters, we’re able to provide enhanced granularity down to the individual commercial. This ensures advertisers can understand both who and how many people saw their exact ad. We’re also able to provide more advanced targeting to unlock the ability to capitalize on linear addressable capabilities, as well as advanced audience segments.

There is no shortchanging the benefits Big Data+Panel will bring, but the shifts taking place in the media industry are far too significant to make wholesale methodology changes to data being used as currency on a moment’s notice. Stable transition in times of change will always be better than a very quick pivot. Times of transition also amplify the need for transparency, especially when measurement data underpins a global industry that ad research firm WARC estimates will top $1 trillion next year.

Recognizing that the industry needs time to adapt to innovations in measurement, we made our national Big Data+Panel data stream available for transactions in parallel with our TV panel currency for the ‘22-’23 television season. For the ‘23-’24 season, we have enhanced our Big Data+Panel stream to include Comcast data (in addition to DISH, DirecTV, Roku and Vizio), and we’re committed to helping the industry navigate through this transition. Well aware that different organizations evolve and adapt at different rates, we will also provide our audited and accredited TV Panel data (average minute), as well as Big Data+Panel (at the average minute and individual commercial minute) during the coming season.

The evolution of measurement will only happen with industry alignment. And while many agencies and advertisers are interested in moving toward measurement of exact commercials, the overall sentiment in the industry is that it’s not yet ready to retire C3/C7 ratings. We need to balance the equally valid needs for innovation and continuity. With three data sets available, buyers and sellers will be able to evolve systems to truly operationalize the planning, selling and buying of national linear TV at an exact commercial level.

Source:Nielsen

(Visited 94 times, 1 visits today)
peri hokiperihokiduta 76AWSBEThttps://sintnicolaasschool.com/https://abc1131aa.com/kincir88cakar76Slot mahjonghttps://www.abc1131.it.com/Gerakan99Era77stc76duta76duta76 loveduta76 careduta76bduta76 sejiwaduta76 lokasiterdekatduta76 africafuelduta76 oscarmykeduta76 naptimepkduta76 daikinduta76 raes-munichduta76 destyduta76 bio-linkduta76 lynkduta76 heylinkduta76 bioduta76 radarkeduWar138navigasi rtp live eksploitasi peluang taktik mahjong wild deluxe analisa dadu sicbo strategi gates of olympusanalisa komprehensif rtp live pola algoritma strategi mahjong ways 2 pgsoft taktik baccarat teknik starlight princessoptimasi presisi analisa strategi blackjack teknik membaca pola mahjong wins 3 taktik peluang rtp live sweet bonanza pragmaticdekonstruksi peluang taktis strategi analisa roulette pemetaan pola mahjong ways 2 pgsoft teknik membaca rtp live wild west goldeksekusi taktis analisa probabilitas strategi komprehensif sv388 teknik membaca peluang blackjack pola mahjong wins 3 pemetaan rtp live sugar rushstrategi rasional baca rtp live analisa pola gates of olympus taktik sicbo teknik mahjong wild deluxe jitutaktik eksekusi presisi sinkronisasi analisa rtp live pola mahjong ways 2 pgsoft teknik baccarat kuantitatif peluang starlight princesseksploitasi algoritma analisa strategi taktis menaklukkan blackjack pemetaan pola mahjong wins 3 teknik rtp live sweet bonanza pragmaticmetodologi optimasi peluang analisa teknik roulette klasik taktik pola mahjong ways 2 pgsoft strategi rtp live wild west goldanalisa matriks peluang sinkronisasi teknik blackjack taktik sv388 strategi pola rtp live mahjong wins 3 sugar rush pragmatichttps://www.thewayofthespirit.com/contact/kalkulasi taktik cerdas strategi peluang sicbo teknik pola mahjong wild deluxe analisa rtp live gates of olympusdekonstruksi varians strategi pola mahjong ways 2 pgsoft analisa peluang baccarat taktik teknik rtp live starlight princesseksekusi silang taktik teknik strategi blackjack analisa pola mahjong wins 3 pragmatic peluang rtp live sweet bonanzaformulasi taktik peluang roulette analisa pola mahjong ways 2 pgsoft teknik jitu strategi rtp live wild bounty hunternavigasi probabilitas analisa pola mahjong wins 3 pragmatic taktik peluang blackjack strategi sv388 teknik rtp live sugar rushalgoritma menang taktik mahjong wild deluxe peluang sicbo analisa pola gates of olympusanalisa rtp live peluang teknik mahjong ways 2 pgsoft baccarat starlight princessbedah peluang rtp live teknik transisi blackjack sweet bonanza mahjong wins 3 pragmaticeksekusi taktis data peluang roulette teknik wild bounty hunter rtp live mahjong ways 2 pgsoftdekonstruksi multi disiplin strategi blackjack peluang sv388 teknik sugar rush pola mahjong wins 3dampak ekonomi global pola konsumsi baccarat liveanalisis arsitektur sistem algoritma mahjong waysevaluasi perilaku konsumen logika game virtualstudi komparasi simbolik scatter wild mahjong waysekspansi perspektif baru algoritma mahjong waysjurnal pemodelan digital variabilitas komputasiparadoks probabilitas tata kelola manajemen modalimplementasi metrik analitik starlight princesskomputasi adaptif mahjong ways dinamika griddesentralisasi gaya bermain algoritma deteksi polapola scatter mahjong ways dalam gameplaymenelusuri scatter mahjong ways simbolobservasi aktivitas scatter mahjong waystren scatter mahjong ways dalam premiumeksplorasi aktivitas scatter mahjong waysanalisis bertahap perubahan hasil mahjongmengkaji dinamika hasil mahjong winspendekatan analitik terhadap perubahan hasilanalisis perubahan hasil mahjong winsstudi mendalam perubahan hasil mahjonganalisis aktivitas scatter mahjong waysanalisis siklus aktivitas pemain mahjongtaktik sinkronisasi strategi mahjong wild deluxe teknik analisa peluang dadu sicbo pola rtp live gates of olympusdekonstruksi algoritma strategi analisa peluang baccarat taktik teknik pola mahjong ways 2 pgsoft rtp live starlight princesseksplorasi metrik teknik analisa peluang blackjack strategi pola mahjong wins 3 pragmatic taktik rtp live sweet bonanzametodologi eksekusi analisa peluang roulette teknik pola mahjong ways 2 pgsoft taktik strategi rtp live wild west golddiversifikasi taktik analisa peluang sv388 blackjack teknik strategi pola rtp live mahjong wins 3 pragmatic sugar rushevaluasi strategi silang taktik pola mahjong wild deluxe analisa peluang teknik sicbo rtp live gates of olympusintegrasi taktik komprehensif strategi peluang baccarat analisa teknik pola mahjong ways 2 pgsoft rtp live starlight princessarsitektur presisi teknik taktik peluang blackjack analisa strategi pola mahjong wins 3 pragmatic rtp live sweet bonanzasinkronisasi empiris taktik peluang roulette teknik analisa pola mahjong ways 2 pgsoft strategi rtp live wild west goldkalibrasi strategi teknik analisa peluang blackjack sv388 taktik pola rtp live sugar rush mahjong wins 3 pragmaticperubahan pola mahjong ways dipicu scatter wildcerita mahjong berkat scatter wild mendadakcerita spin mahjong berawal tak terdugakeheningan awal spin scatter hitam mahjongkisah putaran mahjong ways drastis scatterawal putaran mahjong karena scatter wildawal putran mahjong scatter wild layarketika scatter wild pola awal mahjong waysperubahan arah mahjong ways hadirsimbol awal mahjong wins arah scatter hitammahjong ways sekarang menggunakan server khusus menjadi mudah menanglangkah menang otomatis main mahjong dalam jumlah besarrahmat pastikan raih jackpot mahjong ways 2 dengan cepatnavigasi volatilitas analisa pola mahjong wild deluxe taktik dadu sicbo strategi peluang jitu gates of olympus teknik rtp livesinergi lintas mekanik analisa pola mahjong ways 2 pgsoft teknik taktik baccarat strategi peluang rtp live starlight princesskalibrasi volatilitas strategi taktik blackjack analisa pola mahjong wins 3 pragmatic teknik peluang rtp live sweet bonanzasekuensi matematis analisa taktik roulette strategi pola mahjong ways 2 pgsoft teknik peluang rtp live wild bounty huntermatriks mitigasi variansi analisa teknik sv388 taktik blackjack strategi peluang pola mahjong wins 3 pragmatic rtp live sugar rushmetodologi kuantitatif taktik sicbo analisa pola mahjong wild deluxe teknik strategi peluang gates of olympus rtp livedekonstruksi variansi analisa teknik baccarat strategi pola mahjong ways 2 pgsoft taktik peluang rtp live starlight princessoptimalisasi kapital taktik blackjack strategi pola mahjong wins 3 pragmatic analisa teknik peluang rtp live sweet bonanzaavigasi agresivitas strategi pola mahjong ways 2 pgsoft analisa taktik roulette teknik peluang rtp live wild bounty hunterkonvergensi sistemik taktik blackjack teknik sv388 penyeimbang strategi pola mahjong wins 3 pragmatic analisa peluang rtp live sugar rushsinergi probabilitas teknik rtp live gates of olympus analisa pola mahjong wild deluxe strategi taktik peluang dadu sicbopemetaan algoritma integrasi teknik baccarat strategi pola mahjong ways 2 pgsoft analisa taktik peluang rtp live starlight princessarsitektur matematis analisa taktik blackjack strategi pola mahjong wins 3 pragmatic teknik peluang rtp live sweet bonanzaanalisa algoritma hedging strategi roulette pola mahjong ways 2 pgsoft teknik taktik peluang rtp live wild bounty huntersekuensi profit multivariabel strategi pola mahjong wins 3 pragmatic sugar rush rtp live analisa taktik blackjack teknik peluang sv388 Top