measurement matters: closing the loop with … · 2018-04-09 · measurement matters: closing the...
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ConfidentialConfidential
MEASUREMENT MATTERS: CLOSING THE LOOP WITH LOCATION DATA
Marina Kitgor, Senior Director of Agencies and Strategic Partnerships at Factual
April 10, 2018
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All services are subject to applicable law, regulation, and restrictions. Not all services may be available in all regions. 2
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Confidential
All services are subject to applicable law, regulation, and restrictions. Not all services may be available in all regions. 3
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All services are subject to applicable law, regulation, and restrictions. Not all services may be available in all regions.
LOCATION DATA
4
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LOCATION DATA IS MORE THAN IT MAY SEEM.
5
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LOCATION DATA IS MORE THAN JUST DATA ABOUT A LOCATION
Data about the user
Data about the user’s context
Data about the surrounding world
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DATA ABOUT THE USER
7
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DATA ABOUT THE USERWhere they go → what they do → who they are → their needs and desires.
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DATA ABOUT THE USERWhere they go → what they do → who they are → their needs and desires.
9
RAW INPUT: LAT/LONG DATA
(31.965, -97.588, 05:08 PM)(31.160, -97.992, 02:37 PM)(30.902, -98.944, 06:47 AM)(32.427, -98.426, 09:31 PM)(33.946, -97.165, 04:54 PM)(32.935, -98.346, 04:23 AM)(31.558, -95.277, 07:43 PM)(31.970, -95.210, 11:20 PM)(30.571, -96.292, 01:54 PM)(32.151, -98.660, 10:14 PM)(30.304, -97.233, 01:30 PM)(32.965, -95.901, 01:57 AM)(32.376, -98.504, 02:24 PM)(31.970, -95.210, 11:20 PM)
(31.254, -98.529, 07:44 PM)(31.965, -97.588, 05:08 PM)(30.902, -98.944, 06:47 AM)(32.278, -95.668, 06:16 PM)(33.946, -97.165, 04:54 PM)(32.935, -98.346, 04:23 AM)(31.558, -95.277, 07:43 PM)(31.970, -95.210, 11:20 PM)(30.571, -96.292, 01:54 PM)(32.151, -98.660, 10:14 PM)(30.304, -97.233, 01:30 PM)(33.359, -96.606, 11:07 AM)(32.965, -95.901, 01:57 AM)(32.151, -98.660, 10:14 PM)
(33.296, -96.132, 03:27 AM)(31.160, -97.992, 02:37 PM)(32.427, -98.426, 09:31 PM)(33.739, -97.836, 11:58 AM)(32.278, -95.668, 06:16 PM)(31.558, -95.277, 07:43 PM)(31.970, -95.210, 11:20 PM)(30.571, -96.292, 01:54 PM)(33.946, -97.165, 04:54 PM)(32.935, -98.346, 04:23 AM)(31.558, -95.277, 07:43 PM)(32.965, -95.901, 01:57 AM)(32.376, -98.504, 02:24 PM)(32.427, -98.426, 09:31 PM)
App User{deviceID: user1234, lat: 40.5, long: 20.5, ...}
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DATA ABOUT THE USERWhere they go → what they do → who they are → their needs and desires.
10
X
X XX
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DATA ABOUT THE SURROUNDING WORLDGlobal Places Data
11
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CONTEXTUAL DATA ABOUT THE SURROUNDING WORLD
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PERBACCO
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CONTEXTUAL DATA ABOUT THE SURROUNDING WORLD
13
PERBACCOSTATUS???
GEOGRAPHY230 California StreetSan Francisco, CA, 94111Neighborhood: ???
CATEGORY- Restaurants
POPULAR AMONG:???
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CONTEXTUAL DATA ABOUT THE SURROUNDING WORLD
14
PERBACCOSTATUSOpen
GEOGRAPHY230 California StreetSan Francisco, CA, 94111Neighborhood: Financial District
CATEGORY- Restaurants - Italian- Fine Dining
POPULAR AMONG:- Date Nighters- Fine Dining Enthusiasts- Affluent Consumers
PLACE ATTRIBUTES★★★★$$$$ (Price Range: $31-$60)- Takes Reservations: Yes- Attire: Dressy- Parking: Valet, Garage, Street- Vegetarian Options: Yes- Alcohol: Full Bar- Good for Kids: No
INFORMATIONWeb: perbaccosf.comTel: (415) 955-0663Email: [email protected]: Mon-Fri: 11:30AM – 10:00PM
Sat: 5:30PM – 10:00PM
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DATA ABOUT THE USER’S CONTEXT
15
BAR
STORE
PLACES DATA - BAROperating Hours: 12pm - 2amPopularity: HighLocated in Bar District
PLACES DATA - STOREOperating Hours: 9am – 2pmPopularity: LowLocated in Bar District
Lat/Long DataTimestamp: 12am
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LOCATIONIS MORE THAN A TARGETING TACTIC.
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LOCATION DATA
17
81% of marketersuse location data
81%
Source: eMarketer,- BIA/Kelsey 17
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US Mobile Local Ad Spending: Location-Targeted vs. Non-Location-Targeted
MARKETERS CONTINUE TO INCREASE USAGE OF LOCATION DATA FOR TARGETING
1) eMarketer, Location Intelligence H2 20162) “Touching the Infinite: A Report on the 2017 Mobile Maturity Survey. 18
120.86% Increase in 5 Years
23%21%
17%14%
10%
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LOCATION DATA: SO MANY USE CASES
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LOCATION DATA: SO MANY USE CASES
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The way people behave in the real world can reveal more about their needs and desires than online browsing behavior alone.
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Understand how your customers move about in the real worldROBUST AUDIENCE INSIGHTS
22
Brand X’s users are 20% more likely to be observed at SHOPPING CENTERS
Brand X’s users are 130%more likely to be observed at BRIDAL & FLORISTS
Brand X’s users are 56% morelikely to be observed at DISCOUNT STORES
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IDENTIFYING CONSUMER INSIGHTS FROM LOCATION DATA
23
TARGET SETObserved at least once at the auto dealership
BASELINE SETObserved at least once at ANY auto dealership
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SAMPLE BRAND SHOPPER INSIGHTS
24
Customer Journey
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SAMPLE BRAND SHOPPER INSIGHTS
25
Top Behavioral Segments
78%74%
72%69%
58%57%
55%52%
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ROBUST AUDIENCE INSIGHTS
26
Top Related Categories of Place Visitation
313%302%
213%168%
142%126% 122% 122%
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SAMPLE BRAND SHOPPER INSIGHTS
27
• Tech-savvy
• Interested in health and fitness
• Seen shopping for housewares and home decor
Your shoppers are:
Top Related Chains664%
470%404%
384%271%
256%243%
198%179%175%
173%169%
167%162%
154%
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INSIGHTS BASED TARGETING STRATEGY
28
Scale while maintaining relevance with highly-customized audiences.
TECH ENTHUSIASTSReach consumers who are early adopters of the latest tech products
YOUNG PROFESSIONALSReach younger consumers observed with a high dwell time at offices during the work week
HEALTHY LIFESTYLEReach consumers who live an active lifestyle and care about personal fitness
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LOCATION DATA: SO MANY USE CASES
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If you’re only considering online activity, you’ve got an incomplete understanding of your customers’ journey.
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of retail sales.
31
90%
MOST RETAIL SALES OCCUR IN STORES
Brick and mortar sales account for over
Source: U.S. Census Bureau, Q1 2016
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STORES ARE PREFERRED FOR MANY GOODS
Which products are you more likely to shop for in brick-and-mortar stores rather than online?
Stores remain consumers’ preferred shopping channel for many goods and most services.
Source: Retail Dive Consumer Survey, fielded by Google Survey
Household goods 58%
Home Furnishings 48%
Apparel & accessories 39%
Personal care & beauty 37%
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146%INCREASE IN
SEARCHES WITH ‘NEAR ME’ YoY.
STORES ARE PREFERRED BY MANY CONSUMERS
33Source: The Millennial Shopping Report, CouponFollow, Summer 2017
Most millennials prefer shopping in physical stores to shopping online.
#2 #153%of Millennials make the majority of their purchases offline
58%of younger Millennials
(ages 20-23) make the majority of purchases offline
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If you’re only considering online conversions in your performance metrics, you’re undervaluing the impact of your ad spend.
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All services are subject to applicable law, regulation, and restrictions. Not all services may be available in all regions. 35Source: ScienceDaily, Feb 2017 - Yahoo! Study
ONLINE CONVERSIONS ARE ONLY A FRACTION OF THE STORY
84%
of online ad effect is on offline sales.
If your ad campaign generates
$100 in total revenue…
$84 from offline sales
$16 from online sales
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Tie deterministic foot traffic to each impression served to prove the value of your media investment and optimize throughout your campaign.
CLOSED-LOOP MEASUREMENT
36
9am 10am
6pm
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AUTO BRAND ELEVATES CROSS-SCREEN MEASUREMENT STRATEGY
37
CHALLENGELooking to build a better cross-screen strategy, an auto brand needed a smarter measurement tool to evaluate their digital media efforts.
SOLUTIONThe auto brand went in search of a comprehensive measurement tool that included all media types and used deterministic visitation data.
They decided to leverage Factual’s Geopulse Measurement solution to integrate offline visitation data with online behaviors for a full-circle view of their audience.
RESULTSHOLISTIC MEASUREMENTThe auto brand was able to measure 1:1 dealership visits driven by their cross-screen media buy.
NEW MID-FLIGHT OPTIMIZATIONReceiving data throughout the campaign allowed for insight into best performing tactics and mid-flight optimizations.
REAL-LIFE IMPACTThe improved optimizations drove over 450,000 visits across all US dealership locations all of with occurred within 30 days of previous ad exposure.
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MAJOR DEPARTMENT STORE CLOSES THE MEASUREMENT LOOP
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CHALLENGEAmid the buzz of a busy holiday shopping season, a major department store wanted to leverage mobile to increase foot-traffic to their Cosmetics & Fragrances departments
SOLUTIONThe department store built an innovative strategy across both mobile and tablet, including Geopulse Audience mobile segments, paired with Factual’s Geopulse Measurement solution. Powered by measurement partner DoubleClick Campaign Manager, Geopulse Measurement provided a neutral assessment of foot traffic across the entire campaign.
RESULTSHOLISTIC MEASUREMENTIn-store visits were measured across both mobile and tablet for a deeper understanding of performance.
REAL WORLD IMPACT Factual’s Holiday Beauty Shopper segment had a 0.55% visit rate driving an overall 0.14% visit rate.
BEHAVIORAL INSIGHTS Shoppers are more mobile on the weekends with 38% of conversions occurring on Friday and Saturday.
28kTOTAL VISITS
0.14%OVERALL
VISIT RATE
38%VISITS ON FRI & SAT
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The need for accuracy and precision is critical when location data is used for
measurement purposes, even more than it is when location data is used for targeting.
- eMarketer, Location Intelligence,H2 2016
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LOCATION DATA QUALITY MATTERS.
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146%INCREASE IN
SEARCHES WITH ‘NEAR ME’ YoY.
MARKETERS (RIGHTFULLY) QUESTION THE QUALITY OF THEIR DATA
41Source: MMA Study, 2016
Marketer’s top concerns regarding mobile location data:
#2 #140%
Concerns regardingthe quality of the data
39%Lack of transparency into data
sources and methodologies
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THE INGREDIENTS FOR QUALITY DATA FOR MEASUREMENT
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USER LOCATION + PLACES DATA + ACCURATE PLACE ATTRIBUTION
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Q: What is the source of your places data? Is it licensed?Ensure the places data used is comprehensive and continually updated to maintain accuracy. Ideally, it should be first-party data of known quality.
Q: How do you attribute a mobile device user to a place?A user’s location coordinates are often not sufficient to correctly place a user. Many factors can impact device signal accuracy, including: physical obstructions, network connectivity, app permissions, and device battery life.
QUESTIONS TO ASK ABOUT THE DATA
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Q: How is your in-store visit data derived?For the most accurate insights, data should be based on real world user visits, not probabilistic modeling or incentivized panels.
Q: How do you validate the user location data used to determine a visit occurred? Mobile device location coordinates are often inaccurate or imprecise. For accurate measurement, device users’ location data should be validated against rigorous criteria.
QUESTIONS TO ASKAbout the data informing your measurement model…
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Q: Can you measure my entire media buy across all vendors?Data used for measurement should be neutral, and not tied to just a portion of your campaign or a single vendor. Running A/B lift tests against a small subset of your campaign can result in a “dirty” control group… so you can’t be truly confident in your results.
Q: Can you measure my media spend across all channels?For optimal campaign analysis and optimization, you’ll want to consider all vendors… and all channels.
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KEY CONSIDERATIONS WHEN SOURCING LOCATION DATA PROVIDERS
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HIGH QUALITY TRANSPARENCY NEUTRALITYFLEXIBILITY
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LOCATION DATA
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LOCATION DATA IS MORE THAN IT MAY SEEM.
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LOCATIONIS MORE THAN A TARGETING TACTIC.
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LOCATION DATA QUALITY MATTERS.
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FACTUAL IS THE MOST TRUSTED DATA ON PEOPLE AND PLACES WORLDWIDE
320MM+ robust device profiles monthly
130MM+ places in 52 countries
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THANK YOUMarina Kitgor, Senior Director of Agencies and Strategic Partnerships at Factual