Loading...

15 Oct 2026 06:31

Advertising & Marketing

Marketers Overloaded With Data And Light On Insights That Predict Customer Behavior

Marketers Overloaded With Data And Light On Insights That Predict Customer Behavior

Marketers Overloaded With Data And Light On Insights That Predict Customer Behavior

Marketers Overloaded With Data And Light On Insights That Predict Customer BehaviorCMO Council Study Finds Marketers Struggling to Personalize, Create Real-Time Interactions and Shape Customer Purchasing Journey and Outcomes

While there is an over-abundance of consumer data and analytics, marketers have yet to master what meteorologists and economists do best: funnel this multiplicity of data into actionable insights to reliably anticipate and predict what’s ahead and then prepare for it.

According to a new study from the CMO Council—entitled “Predicting Routes to Revenue”—only 5 percent of marketers say they have mastered the ability to adapt and predict the customer journey and what actions will derive maximum value. The study is based on insights from more than 150 senior marketing executives surveyed primarily across North America and Europe during the fourth quarter of 2015 and was conducted in partnership with Pegasystems, a provider of strategic business applications.

Marketers looking to deliver exceptional customer experiences are increasingly turning to personalization as the key driver to maximize customer value. But this will require redefining data’s value and primary role, moving away from using data as a vehicle to calculate past performance metrics and into a critical tool to uncover new, real-time insights about customer behavior—including how customers react to different trends, news, offers, deals, product promises, promotional prompts, recommendations, social commentary and personalized messages.

While 23 percent of marketers are able to develop predictive insights into broad customer trends, another 20 percent feel they are only able to predict the next best action and struggle to move beyond that first step. Delivering on brand promises is another area that appears to be lacking for marketers, as two-thirds of respondents revealed their success in this area is hit-or-miss, with 14 percent admitting they were completely missing the mark.

The results indicate that a key contributor to this lack of advancing analytics is a fundamental misalignment of data sources as marketers continue to struggle with aggregation, alignment and analysis of data across disparate sources. Forty-eight (48) percent indicate that data is collected and analyzed but remains separate and is not well aligned. Only 3 percent say their current data sources are integrated and totally aligned, delivering a comprehensive 360-degree view of the customer.

“Marketers have the right intentions, working to deliver rich, personalized and relevant engagements across an increasing number of channels, but there are still a number of roadblocks preventing us from maximizing efforts in this area,” noted Liz Miller, Senior Vice President of Marketing with the CMO Council. “Personalization isn’t a question of using a customer’s name in an email subject line. Personalizing the customer experience demands that we harness the data that is collected across the organization and immediately transform that into something that is actionable and resonates with the customer and their preferences. If personalization remains a way to add a few interesting indicators to a momentary campaign, we will fail in fully optimizing the revenue potential of each individual customer.”

One clear challenge is the multitude of channels through which marketers can listen to and engage with customers. The top sources of insights into customers, prospects and markets include visits to the corporate website (74 percent), sales data and CRM-based customer records (68 percent), and customer satisfaction surveys (57 percent), to provide a partial list.

“The sheer volume of customer data available to marketers today is both a blessing and a curse,” said Robert Tas, CMO of Pegasystems. “As customer expectations rise when they reveal more about themselves, most organizations aren’t equipped to reciprocate by providing a better, more personalized experience. By deploying real-time analytics to turn this data into actionable insights, organizations can predict customer needs and quickly adjust as those needs change to provide superior experiences at every interaction.”

Marketers have a clear idea of what moves need to be made in the year ahead to make real strides in making personalization a reality for their customer experiences. First and foremost, marketers are looking to connect fragmented campaigns into a complete customer journey that is reflected and embraced by the entire organization. Other areas of priority include:

Adding more personalized experiences that are based on customer data (59 percent)

Expanding engagement channels to better meet customers where they want to engage (54 percent)

More completely aligning front-line resources (sales, service, in-store, support) to create exceptional experiences in any channel (45 percent)

Delivering real-time, relevant offers to optimize revenue (41 percent)

Fifty-six (56) percent of respondents hail from organizations with more than $1 billion (USD) in revenue, and 29 percent hold titles of CMO or Senior Vice President of Marketing.

(Visited 8 times, 1 visits today)
kincir88gang303hebitopperi hokiperihokiduta 76https://abc1131aa.com/cakar76https://www.abc1131.it.com/stc76duta76duta76 loveduta76 careduta76bduta76 sejiwaduta76 lokasiterdekatduta76 africafuelduta76 oscarmykeduta76 naptimepkduta76 daikinduta76 raes-munichduta76 destyduta76 bio-linkduta76 lynkduta76 heylinkduta76 bioduta76 radarkeduabc1131https://abc1131-daftar.mssg.me/https://pttun-palembang.go.id/slot gacor qrishttps://ampawsbetx.store/AWSBETslot thailandslot thailand gacorhttps://wealthdynamics.geniusu.com/sm/lanskap game modern 2026 takhta mahjong ways fenomena gates of olympus dan revolusi scatter hitamgates of olympus 1000 mendorong inovasi pengali bertingkat 2026pola putaran otomatis dorong transformasi akumulasi multiplier 2026pengembang perbaharui kombinasi simbol premium game gates of olympuspola jam terbuka ubah frekuensi kemunculan simbol premium dalam gamemahjong wins logika fuzzymahjong wins 3 dinamika scatterpengalaman bermain di ABC1131ABC1131mahjong ways 2 fakta menarik tentang scatter wild dan multiplier yang perlu diketahuistarlight princess mengenal momen free spin dan multiplier yang bisa mengubah jalannya permainangates of olympus cara kerja multiplier zeus dan kenapa fitur ini banyak dibicarakanmahjong ways 2 momen scatter dan perubahan ritme spin yang sering menarik perhatianmahjong ways 2 apa yang membuat ritme permainannya terasa berbeda di setiap spinjudi online atau investasi legal mana yang lebih aman 1main game dapat point dana cuma 10 menit sehari begini caranya 1pola main game penghasil gopay coin yang bikin lebih aman 1ramai dibahas judi online tapi risikonya tak main main 1main game dapat point ovo hasil uji coba yang aman 1main game biasa atau game penghasil saldo dana mana cuan 1blackjack terlihat sederhana tetapi kenapa keputusan hit atau stand bisa mengubah peluangjackpot terlihat semakin besar tetapi apa hubungannya dengan peluang mendapatkannyahouse edge kecil sering dianggap menguntungkan tetapi begini cara membaca angkanyavolatilitas tinggi dan rendah apa bedanya dan kenapa pengalaman bermain bisa berubah drastissudah banyak putaran tetapi bonus belum muncul apa yang sebenarnya terjadirng sering disebut acak tetapi bagaimana sistem ini sebenarnya menentukan setiap putaransimbol hampir membentuk bonus kenapa momen near miss terasa begitu meyakinkanbonus buy memang langsung membuka fitur tetapi apa yang berubah dari permainan biasakenapa angka kemenangan besar lebih mudah diingat daripada puluhan putaran biasaautoplay dan spin manual terasa berbeda tetapi apakah mekanismenya benar benar berbedafrekuensi scatter mahjong ways tidak selalu mencerminkan peluang sebenarnya dalam satu sesistruktur multiplier starlight princess membuat nilai akhir terasa berubah drastisvarians membantu menjelaskan kenapa hasil sweet bonanza 1000 bisa berbeda jauh antar sesiposisi scatter di mahjong ways 2 sering menarik perhatian tetapi apa informasi yang sebenarnya bisa dibacaanalisis tempo putaran mahjong ways mengungkap kenapa ritme permainan bisa terasa berubahekspektasi matematis membantu menjelaskan kenapa rtp tinggi tidak menjamin hasil besar dalam satu sesigates of olympus 1000 menunjukkan bagaimana multiplier dan tumble bisa berinteraksi dalam satu putaranwild bertumpuk di mahjong ways 2 bisa mengubah struktur layar tetapi tidak selalu mengubah peluang dasarfree spin mendadak aktif setelah sesi tenang kenapa perubahan ini terasa sangat signifikanmahjong ways 2 tetap menarik di era game mobile apa yang membuat mekanismenya bertahanrtp naik turun dalam sesi pendek bukan berarti ada pola begini cara membacanyawild bandito membuat runtuhan simbol terasa aktif apa yang sebenarnya terjadi di setiap rangkaianlucky neko dan simbol keberuntungan jepang kenapa identitas visualnya begitu mudah dikenaliscatter hitam mahjong wins 3 menarik perhatian tetapi tidak menentukan putaran berikutnyabaccarat terlihat sederhana tetapi kenapa ritme player dan banker mudah dianggap membentuk polaroulette memiliki banyak pilihan taruhan tetapi kenapa struktur meja lebih penting daripada sekadar angkamahjong ways 2 terlihat konsisten dalam durasi putaran tetapi hasilnya tetap bisa sangat berbedamembaca rtp dari satu sesi bisa menyesatkan ini perbedaan data pendek dan jangka panjangwild bounty showdown membawa tema koboi tetapi mekanisme permainannya lebih dari sekadar visualdaya tarik mahjong ways terpancarpesona mahjong ways hadir lewatkeunikan mahjong ways terlihat memikatmahjong ways semakin menarik seimbangvisual mahjong ways makin menawanpria ini mengaku mendapat kemenangan besar dari game online apa yang sebenarnya terjadi di balik ceritanyajudi online sering disebut jalan cepat mendapat uang kenapa anggapan ini bisa menyesatkancerita menang besar viral di media sosial mengapa konten seperti ini cepat menarik perhatiansyariah melarang praktik judi mengapa narasi uang instan tetap banyak beredar di internetseorang pemain mengaku modal kecil berubah menjadi jutaan kenapa cerita seperti ini perlu dibaca dengan hati hatimengapa banyak orang tertarik pada janji uang cepat dari game online meski risikonya tinggidari hiburan menjadi perbincangan kenapa game online bertema jackpot mudah viralkemenangan besar sering dipamerkan tetapi kerugian jarang dibicarakan ini dampaknya pada persepsi penggunauang instan menjadi daya tarik di tengah tekanan ekonomi mengapa narasi ini semakin mudah menyebarseorang pengguna mengaku berhenti setelah mengalami kerugian ceritanya menunjukkan sisi lain judi onlinelucky neko kembali menarik perhatian pemain mobile ada apa dengan tema kucing keberuntungan jepangwild bandito punya nuansa koboi meksiko yang berbeda ini detail permainan yang jarang diperhatikanmahjong ways 2 masih banyak dibicarakan di kalangan penggemar game mobile apa daya tariknyaaztec gems membawa nuansa peradaban kuno ke layar digital mengapa tampilannya terasa berbedawild bounty showdown menghadirkan duel koboi di dunia digital bukan sekadar permainan bertema wild westjejak digital konsekuensi sosial mahjong ways 2 pg softteknik parallax latar digital wild west gold pragmatic playanalisis perangkat baccarat live gates of olympus pragmatic playfilosofi simbol harimau fortune tiger pg softtransformasi sistem permainan mahjong wins 3 pragmatic playoptimalisasi antarmuka mahjong ways 2 pg softmanajemen risiko baccarat mahjong wins 2 pragmatic playrelasi parasosial penonton mahjong ways 2 pg softinovasi gates of olympus 1000 mahjong ways pg softpengendalian emosi psikologis mahjong wins 3 pragmatic playmitologi yunani zeus gates of olympus pragmatic playresolusi layar tinggi wild bandito pragmatic playdesain sentuhan antarmuka sweet bonanza pragmatic playperbedaan visual mahjong ways 2 sweet bonanzatema fantasi mitologi gates of olympus pragmatic playoptimalisasi interaksi pengguna mahjong wins 3 pragmatic playketerkaitan simbol wild bounty showdown pragmatic playdesain responsif layar mahjong ways 2 pg softtransformasi smartphone mahjong wins 2 pragmatic playlegenda naga mitologi tiongkok mahjong ways pg softnl peningkatan performa mahjong waysnl pentingnya memperhatikan susunan awalnl peran analisis data pgsoftnl peran pergerakan algoritma dalamnl peran scatter wild kerapnl peran teknologi big datanl pergerakan algoritma dan hubungannyanl pergerakan algoritma dan pendekatannl pergerakan algoritma membuka perspektifnl pergerakan algoritma menjadi acuanpsikologi menghadapi pemain profesional baccarat eksklusifanalisis risiko volatilitas rng pragmatic playteknologi audio atmosfer lucky neko pg softliterasi media algoritma mahjong ways pg softbermain bijak pengendalian mahjong wins 3 pragmatic playarah gulungan mekanisme rng mahjong ways 2 pg softinteraksi sosial komunitas mahjong ways 2 pg softfitur bonus wild bounty showdown pragmatic playfitur super scatter gates of olympus pragmatic playpengalaman pemain baru mahjong ways 2 pg softevolusi teknologi grafis mahjong wins 3 pragmatic playoptimalisasi database mahjong wins pragmatic playtransformasi sistem adaptif mahjong ways pg softekosistem teknologi mahjong ways 2 pg softteknologi lintas perangkat wild bounty showdowninovasi pembaruan wild bounty showdown pragmatic playoptimalisasi smartphone wild bounty showdown pragmatic playtren mahjong ways pg soft indonesia literasi digitalpendekatan psikologis ritme bermain mahjong winskajian probabilitas rng volatilitas pragmatic play Top