View our webinar with Econsultancy Vice President of Research Stefan Tornquist. He’ll discuss the results of the 2013 Mobile Sophistication and Strategy Study, which examine how global corporations are looking at mobile consumer behaviors, where they’re spending, and why they may be missing the mark. Use these insights to:
- Strengthen your long-term mobile strategy;
- Effectively measure cross-channel behaviors;
- Design more fluid user experiences across screens and devices.
- Don’t be like the two-thirds of business leaders who say they’re not prepared for mobile.
Mobile strategy and sophistication study for slideshareStefan Tornquist
This is a summary of some topline findings from our Q1 2013 report based on the Mobile Strategy and Sophistication Study, conducted in partnership with Kontagent. The study had over 1,300 participants, most of them client side, 60% in management.
Mobile gaming -State of the european market - Comscore - 25 Janvier 2012Romain Fonnier
Mobile Media Landscape
-Usage, Devices & Market Drivers
-Smartphone Trends
-Mobile Gaming
-Who Does What & How?
-Which Handsets?
-Who are the Consumers?
Monetisation
-Advertising
-Paid Downloads & Freemium
-In Game Purchases
-Takeaways
Mobile strategy and sophistication study for slideshareStefan Tornquist
This is a summary of some topline findings from our Q1 2013 report based on the Mobile Strategy and Sophistication Study, conducted in partnership with Kontagent. The study had over 1,300 participants, most of them client side, 60% in management.
Mobile gaming -State of the european market - Comscore - 25 Janvier 2012Romain Fonnier
Mobile Media Landscape
-Usage, Devices & Market Drivers
-Smartphone Trends
-Mobile Gaming
-Who Does What & How?
-Which Handsets?
-Who are the Consumers?
Monetisation
-Advertising
-Paid Downloads & Freemium
-In Game Purchases
-Takeaways
Get Your Mobile App Discovered and Amp Up User AcquisitionKontagent
View our on-demand webinar on boosting the discovery and user acquisition for your mobile app.
We've partnered with Tapjoy to provide you a complete guide to building a great app that users will find and install. Our expert panel will dig deep into the challenges and opportunities mobile developers and marketers face, including:
- Reaching larger mobile audiences
- Determining the mobile ad campaigns that are producing the most high-quality users
- Application and app design tips to boost user acquisition
And much more!
KK2013 - A Vision of the Future - Jeff TsengKontagent
At Kontagent Konnect 2013, Kontagent CEO and co-founder Jeff Tseng presented on how mobile is driving the “perfect customer experience”–which is “omnipresent, relevant and intimate.”
How to build irresistible social casino gamesKontagent
So game companies, if social gambling games are the new battlefield, how do you plan on win the war? Arming yourself with the right tools can make the difference between victory and defeat.
Feature Extraction for Predictive LTV Modeling using Hadoop, Hive, and Cascad...Kontagent
Description:
One of the biggest challenges for people building data products today is developing and refining features for modeling purposes (i.e. feature extraction) with the volume and variability of web scale data. In this talk, Martin will discuss some of the challenges and solutions faced by Kontagent as it built out a predictive lifetime value model for its customers. As you will learn, Hadoop is critical to this feature extraction process, and Cascading is quite handy when building out more complex features than can be readily developed in a query framework like Hive.
Speaker:
Martin Colaco, Director of Data Science for Kontagent
Optimizing the Evolving Landscape of Mobile Email MarketingMarketingSherpa
Join us on March 20, 2013, at 2:00 p.m. (ET), for a quick, 30-minute webinar – sponsored by BlueHornet. In this session, you will learn:
-How the Ritz-Carlton Destination Club developed targeted mobile landing pages
-How those landing pages then increased lead generation and enhanced the online experience
-How they then developed a strategic mobile campaign based off Web analytics and KPIs to increase average form conversion rates
You'll leave this session knowing the strategy that lead to a 243% in mobile email traffic.
The explosion of mobile internet usage has enabled the mobile advertising opportunity, but as most advertising planners know, truly engaging advertising doesn’t work in silos, it works together.
The aim of this report is to show how mobile media usage works in conjunction with other media (in particular TV), and how this creates new opportunities for advertisers to influence consumers at the point of purchase (m-commerce).
To provide a global perspective the initial section of this report looks into data across: UK, US, Brazil, Indonesia, Egypt, Singapore, India, South Africa and Qatar. The second section takes a more qualitative look into the day in the life of a mobile consumer in the UK, using mobile diaries to track behaviour.
FrameMaker 11: What’s new in FM11 & FM11 Publishing Server (Lavacon2012)Maxwell Hoffmann
Lavacon 2012: see what's new in FrameMaker 11 and FrameMaker 11 Publishing Server. This presentation by Adobe Sr. Product Manager, Kapil Verma (@kapilAdobe) covers the many areas of feature and product improvement in FrameMaker 11. DITA and XML authoring has been made even simpler and more transparent than before. Major improvements like XPath, XQuery, XML Code view and "intelliprompt" for elements and attributes are most welcomed. Even is you are still doing "unstructured" authoring, the ability to generate a hyperlinked parts table from 3D diagrams, in place insertion of styles, improved FIND/CHANGE and more control over customizing your user interface are a huge help. Also find out how tooutput to multiview HTML5 to publish to tablets and mobile devices.
Research from the World Federation of Advertisers (WFA) and Warc has highlighted the changes that brands face in dealing with the torrent of data being generated by digital channels.
Digiday Mobile with Nielsen: Measuring the Effectiveness of Advertising withi...Digiday
Mobile apps have overtaken browsing on the desktop Web, and consumers are spending nearly two times more time in mobile apps than on the Web. It’s now critical for marketers to have relevant metrics on the branding impact of their mobile in-app marketing campaigns. Learn about Nielsen’s solutions for quick and cost-effective mobile brand advertising effectiveness measurement and optimization to help advertisers maximize their mobile ROI and understand how to best take advantage of this growing medium.
Presenter: Jeff Smith, svp, solution marketing and account activation, Nielsen
Mob4Hire releases Mobile Apps report from "Global Wireless Satisfaction Surve...Stephen King
In collaboration with Dr. Bob E. Hayes, PhD of Business Over Broadway, Mob4Hire’s 111-country ‘Global Wireless Satisfaction Survey’ reveals the importance of Mobile Apps on the wider ecosystem; especially network operators.
Get Your Mobile App Discovered and Amp Up User AcquisitionKontagent
View our on-demand webinar on boosting the discovery and user acquisition for your mobile app.
We've partnered with Tapjoy to provide you a complete guide to building a great app that users will find and install. Our expert panel will dig deep into the challenges and opportunities mobile developers and marketers face, including:
- Reaching larger mobile audiences
- Determining the mobile ad campaigns that are producing the most high-quality users
- Application and app design tips to boost user acquisition
And much more!
KK2013 - A Vision of the Future - Jeff TsengKontagent
At Kontagent Konnect 2013, Kontagent CEO and co-founder Jeff Tseng presented on how mobile is driving the “perfect customer experience”–which is “omnipresent, relevant and intimate.”
How to build irresistible social casino gamesKontagent
So game companies, if social gambling games are the new battlefield, how do you plan on win the war? Arming yourself with the right tools can make the difference between victory and defeat.
Feature Extraction for Predictive LTV Modeling using Hadoop, Hive, and Cascad...Kontagent
Description:
One of the biggest challenges for people building data products today is developing and refining features for modeling purposes (i.e. feature extraction) with the volume and variability of web scale data. In this talk, Martin will discuss some of the challenges and solutions faced by Kontagent as it built out a predictive lifetime value model for its customers. As you will learn, Hadoop is critical to this feature extraction process, and Cascading is quite handy when building out more complex features than can be readily developed in a query framework like Hive.
Speaker:
Martin Colaco, Director of Data Science for Kontagent
Optimizing the Evolving Landscape of Mobile Email MarketingMarketingSherpa
Join us on March 20, 2013, at 2:00 p.m. (ET), for a quick, 30-minute webinar – sponsored by BlueHornet. In this session, you will learn:
-How the Ritz-Carlton Destination Club developed targeted mobile landing pages
-How those landing pages then increased lead generation and enhanced the online experience
-How they then developed a strategic mobile campaign based off Web analytics and KPIs to increase average form conversion rates
You'll leave this session knowing the strategy that lead to a 243% in mobile email traffic.
The explosion of mobile internet usage has enabled the mobile advertising opportunity, but as most advertising planners know, truly engaging advertising doesn’t work in silos, it works together.
The aim of this report is to show how mobile media usage works in conjunction with other media (in particular TV), and how this creates new opportunities for advertisers to influence consumers at the point of purchase (m-commerce).
To provide a global perspective the initial section of this report looks into data across: UK, US, Brazil, Indonesia, Egypt, Singapore, India, South Africa and Qatar. The second section takes a more qualitative look into the day in the life of a mobile consumer in the UK, using mobile diaries to track behaviour.
FrameMaker 11: What’s new in FM11 & FM11 Publishing Server (Lavacon2012)Maxwell Hoffmann
Lavacon 2012: see what's new in FrameMaker 11 and FrameMaker 11 Publishing Server. This presentation by Adobe Sr. Product Manager, Kapil Verma (@kapilAdobe) covers the many areas of feature and product improvement in FrameMaker 11. DITA and XML authoring has been made even simpler and more transparent than before. Major improvements like XPath, XQuery, XML Code view and "intelliprompt" for elements and attributes are most welcomed. Even is you are still doing "unstructured" authoring, the ability to generate a hyperlinked parts table from 3D diagrams, in place insertion of styles, improved FIND/CHANGE and more control over customizing your user interface are a huge help. Also find out how tooutput to multiview HTML5 to publish to tablets and mobile devices.
Research from the World Federation of Advertisers (WFA) and Warc has highlighted the changes that brands face in dealing with the torrent of data being generated by digital channels.
Digiday Mobile with Nielsen: Measuring the Effectiveness of Advertising withi...Digiday
Mobile apps have overtaken browsing on the desktop Web, and consumers are spending nearly two times more time in mobile apps than on the Web. It’s now critical for marketers to have relevant metrics on the branding impact of their mobile in-app marketing campaigns. Learn about Nielsen’s solutions for quick and cost-effective mobile brand advertising effectiveness measurement and optimization to help advertisers maximize their mobile ROI and understand how to best take advantage of this growing medium.
Presenter: Jeff Smith, svp, solution marketing and account activation, Nielsen
Mob4Hire releases Mobile Apps report from "Global Wireless Satisfaction Surve...Stephen King
In collaboration with Dr. Bob E. Hayes, PhD of Business Over Broadway, Mob4Hire’s 111-country ‘Global Wireless Satisfaction Survey’ reveals the importance of Mobile Apps on the wider ecosystem; especially network operators.
2012 mobile forecast doe higher educationIvonne Kinser
-Survey results from over 500 university administrators on their plans for mobile strategy
-How colleges are ranking the importance of mobile across the student lifecycle
-How mobile fits into colleges' long and short development plans
The Webinar organized by Endeavour - The Mobility Company, held on July 28, 2010 explored the increasing use in healthcare and its future.
For more information on mHealth, visit: www.techendeavour.com
SEO in the Age of Apps | Search Engine Strategies NYC 2013Rachel Pasqua
SEO in the Age of Apps
How has the evolution of the mobile apps changed search? Niche mobile search apps are supplying consumers with options to find what they're looking for faster and more efficiently than ever before and to make the most of this opportunity, marketers needs to rethink their approach and expand their efforts beyond the mobile browser.
Similar to Webinar: Econsultancy 2013 Mobile Sophistication and Strategy Report (20)
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
A tale of scale & speed: How the US Navy is enabling software delivery from l...sonjaschweigert1
Rapid and secure feature delivery is a goal across every application team and every branch of the DoD. The Navy’s DevSecOps platform, Party Barge, has achieved:
- Reduction in onboarding time from 5 weeks to 1 day
- Improved developer experience and productivity through actionable findings and reduction of false positives
- Maintenance of superior security standards and inherent policy enforcement with Authorization to Operate (ATO)
Development teams can ship efficiently and ensure applications are cyber ready for Navy Authorizing Officials (AOs). In this webinar, Sigma Defense and Anchore will give attendees a look behind the scenes and demo secure pipeline automation and security artifacts that speed up application ATO and time to production.
We will cover:
- How to remove silos in DevSecOps
- How to build efficient development pipeline roles and component templates
- How to deliver security artifacts that matter for ATO’s (SBOMs, vulnerability reports, and policy evidence)
- How to streamline operations with automated policy checks on container images
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
5. Long-Term Mobile Strategy
Mobile first Mobile mainstream
Senior management, marketing and technology work together to 71%
define mobile strategy 45%
70%
Our mobile strategy extends beyond 2013
45%
64%
We track and report on specific KPIs for our mobile apps and/or sites
28%
Our current mobile tactics and activities all tie back to our mobile 71%
strategy 25%
64%
We have a well defined mobile strategy
25%
0%
None of these apply
21%
0% 20% 40% 60% 80%
In association with Econsultancy #KTWebinar
6. Measuring Cross-Channel Impact
39%
Measuring influence in both directions (mobile app(s) to and
from other channels)
22%
5%
Measuring influence in one direction (mobile app(s) on other
channels)
8%
25%
We plan to measure cross-channel influence w/mobile app(s)
38%
4%
No plans to measure cross-channel influence w/mobile app(s)
10%
Mobile first Mobile mainstream
27%
Doesn't apply to us
22%
0% 20% 40% 60%
In association with Econsultancy #KTWebinar
7. Good Customer Experiences
60%
Mobile website Smartphone app Tablet app
44%
45%
30% 27%
26%
24%
20%
18%
15% 13% 13%
11% 11% 11%
10%
8% 9%
8%
7%
5% 6%
3% 4% 4% 4% 4%
2% 2% 3% 2%
1% 1%
0%
0%
Awful 2 3 4 Average 6 7 8 9 State of the
Art
In association with Econsultancy #KTWebinar
8. Bad Customer Experiences
60%
Mobile website Smartphone app Tablet app
44%
45%
30% 27%
26%
24%
20%
18%
15% 13% 13%
11% 11% 11%
10%
8% 9%
8%
7%
5% 6%
3% 4% 4% 4% 4%
2% 2% 3% 2%
1% 1%
0%
0%
Awful 2 3 4 Average 6 7 8 9 State of the
Art
In association with Econsultancy #KTWebinar
9. One Design, Many Screens?
Mobile first Mobile mainstream
45% 42%
33%
30%
30% 27%
20%
15% 14%
15% 14%
3% 3%
0%
Experiences are Experiences are quite Experiences have some Almost the same Exactly the same
completely different different differences experiences experience
In association with Econsultancy #KTWebinar
10. Limited Updates
Mobile first Mobile mainstream
50%
45%
40%
30%
30% 29%
23%
22%
20% 19%
10% 11%
10% 9%
3%
0%
Always Frequently About half the time Sometimes Never
In association with Econsultancy #KTWebinar
11. Agency Opinions
100%
15% 19% 15%
27%
80% Neutral
60%
Disagree
63% 54% 60%
54%
40%
Agree
20%
28% 25%
19% 22%
0%
arketing organizations have a have generally invested in measurement and analysis fororganizationsapps analysis for of their customers' transition to mobile device
Companies strategy around their mobile programs
Companies have generally invested in their mobile grasp the impact their mobile sites
Most measurement and
In association with Econsultancy #KTWebinar
12. Spending
Mobile first Mobile mainstream
50%
44%
42%
40%
30% 29%
28%
25%
20%
20%
10%
5%
4% 4%
0%
0%
Significantly increase Increase spending Keep spending the same Reduce spending Significantly reduce
spending somewhat somewhat spending
In association with Econsultancy #KTWebinar
13. Keys to Success:
Mobile Readiness and Data Savviness
In association with Econsultancy #KTWebinar
14. Mobile Mainstream
Data Savviness
Mobile Readiness
In association with Econsultancy #KTWebinar
15. By Industry
Gaming Financial Services Retail Travel
Data Savviness
Mobile Readiness
In association with Econsultancy #KTWebinar
16. Kontagent Mobile Customer Intelligence
Platform, People & Process: A Formula for Success
In association with Econsultancy #KTWebinar
17. Questions?
@Kontagent
In association with Econsultancy #KTWebinar
Editor's Notes
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?
How do you filter through the noise?Capital infrastructure expenses?Additional staff to manage infrastructure and products?