Why conduct a survey if you're not going to do anything with the results? Make the most of your data with these tips on survey data analysis.Ready for more? SoGoSurvey can help!
Max Shron, Thinking with Data at the NYC Data Science Meetupmortardata
Max Shron of Polynumeral shares techniques adapted from the worlds of design, consulting, the humanities and the social sciences which improve focus, communication, and results for data science campaigns.
Max Shron, Thinking with Data at the NYC Data Science Meetupmortardata
Max Shron of Polynumeral shares techniques adapted from the worlds of design, consulting, the humanities and the social sciences which improve focus, communication, and results for data science campaigns.
How to Survey Your Target Audience's User ExperienceSogolytics
No matter the product you sell or the service you offer, your priority is improving user experience. You might associate "UX" with websites or tech tools, but the experience your prospects and clients are having right now are key to their decisions on whether or not to stick around. Churn or engagement? Loss or retention? Survey your target audience to better understand how to make their user experience even better.
How Apps Create Return on Investment (ROI) for AnalyticsRiaktr
Ever wondered why your analytics are not returning the results you had expected?
Apps are key to having higher return on investment for analytics. Learn more about our app approach here.
website realimpactanalytics.com
email info@realimpactanalytics.com
The Influential Analyst 4 Steps (Jared Waxman)Jared Waxman
Does your company know what to do, but it just can't make it happen? Are there more insights coming out of your business intelligence, web analytics, or A/B testing teams that you are really putting into action? Jared Waxman examines the role of the analyst at turning data insights into actions that drive income.
Steve Keightley, Head of Optimisation, Mezzo Labs - Data-Driven OptimisationMezzo Labs
Data-Driven Optimisation by Steve Keightley with Mezzo Labs, presented at Mezzo Lab's 'Getting to Grips with Data-Driven Optimisation' event in November 2016.
Webinar "Understanding millennials requires adapting the research approach"SKIM
In this 30-minute SKIM webinar on February 2, 2017 we shared with you what we learned about millennials from a mobile research-based study we conducted in the telecom industry.
Click here for more info https://goo.gl/j3zXf8
Insights:
• New research technologies designed for the smartphone, e.g. “swiping” MaxDiff
• Rational vs emotional: which statements drive decisions amongst millennials
• How different styles of visualization influence millennials’ decision making
On September 13, 2018, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com), gave a presentation at Zukunft Personal Europe about trends in Workforce Analytics. These are the slides he used.
DevOps Days SLC 16: Stop running with sharp metricsJulia Wester
There are a thousand metrics floating around and it is difficult to tell what is truly important. Whether you’re the person who is being measured by something that doesn’t quite make sense or the leader that is trying to figure out just how the heck to show to others that her team is successful, there are a lot of questions out there and a lot of people that are just feeling injured by metrics.
Julia Wester will share examples of good and bad techniques for using data when coaching teams. Come, listen and learn how to avoid the pitfalls of managing by numbers, including how to identify and avoid vanity metrics, how to choose metrics that drive desired behaviors, and ways to visualize balanced team metrics that enable continuous improvement.
Web analytics is far from perfect. Relying too much on it can slow or even kill your business. Decisions based on expert intuition can be more effective. Moreover, you will never change history, if you rely solely on analytics. So, do you have the balls to embrace intuition–driven design?
How to Survey Your Target Audience's User ExperienceSogolytics
No matter the product you sell or the service you offer, your priority is improving user experience. You might associate "UX" with websites or tech tools, but the experience your prospects and clients are having right now are key to their decisions on whether or not to stick around. Churn or engagement? Loss or retention? Survey your target audience to better understand how to make their user experience even better.
How Apps Create Return on Investment (ROI) for AnalyticsRiaktr
Ever wondered why your analytics are not returning the results you had expected?
Apps are key to having higher return on investment for analytics. Learn more about our app approach here.
website realimpactanalytics.com
email info@realimpactanalytics.com
The Influential Analyst 4 Steps (Jared Waxman)Jared Waxman
Does your company know what to do, but it just can't make it happen? Are there more insights coming out of your business intelligence, web analytics, or A/B testing teams that you are really putting into action? Jared Waxman examines the role of the analyst at turning data insights into actions that drive income.
Steve Keightley, Head of Optimisation, Mezzo Labs - Data-Driven OptimisationMezzo Labs
Data-Driven Optimisation by Steve Keightley with Mezzo Labs, presented at Mezzo Lab's 'Getting to Grips with Data-Driven Optimisation' event in November 2016.
Webinar "Understanding millennials requires adapting the research approach"SKIM
In this 30-minute SKIM webinar on February 2, 2017 we shared with you what we learned about millennials from a mobile research-based study we conducted in the telecom industry.
Click here for more info https://goo.gl/j3zXf8
Insights:
• New research technologies designed for the smartphone, e.g. “swiping” MaxDiff
• Rational vs emotional: which statements drive decisions amongst millennials
• How different styles of visualization influence millennials’ decision making
On September 13, 2018, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com), gave a presentation at Zukunft Personal Europe about trends in Workforce Analytics. These are the slides he used.
DevOps Days SLC 16: Stop running with sharp metricsJulia Wester
There are a thousand metrics floating around and it is difficult to tell what is truly important. Whether you’re the person who is being measured by something that doesn’t quite make sense or the leader that is trying to figure out just how the heck to show to others that her team is successful, there are a lot of questions out there and a lot of people that are just feeling injured by metrics.
Julia Wester will share examples of good and bad techniques for using data when coaching teams. Come, listen and learn how to avoid the pitfalls of managing by numbers, including how to identify and avoid vanity metrics, how to choose metrics that drive desired behaviors, and ways to visualize balanced team metrics that enable continuous improvement.
Web analytics is far from perfect. Relying too much on it can slow or even kill your business. Decisions based on expert intuition can be more effective. Moreover, you will never change history, if you rely solely on analytics. So, do you have the balls to embrace intuition–driven design?
Data visualization has become increasingly more important and sits at the center of how people learn about and experience the world. We process information about politics, business insights and every day decisions through “visual soundbites”. As data journalists, we have incredible power to both positively influence as well as misguide conversations with the choices that we make when presenting graphical results.
In this presentation, we will share some of the best practices that help deliver stories that matter and avoid creating those that mislead.
The Secret to Successful Survey ProjectsBrent Chudoba
Better decision making fueled by data. A primer on how to run a successful survey project from hypothesis through survey design, analysis and implementation.
Stay connected to your customers using online surveys. A well-crafted survey will engage users, provide the feedback you need and show your customers that you value them.
No matter the industry or reason, there is an online survey for you. This guide will cover:
Reasons For Conducting Surveys
Best Practices
How To Best Design A Survey
Analyzing Those Juicy Results
With the unbelievable success of my previous survey research lecture, I felt it only right to keep going with that theme. This presentaiton is a copy of a guest lecture I recently did for the Clinical Epidemiology course here at The University of Iowa. The slides first talk about some fundamentals of psychmetric measurement like reliability and validity, and then get practical by discussing 5 simple strategies for creating successful survey instruments. Like, favorite, share, comment, enjoy!
How to design surveys; describes differences between approaches to measuring awareness, opinions, perceptions, behaviors, needs and attitudes; describes roles of survey sponsor and researcher.
Similar to How to Analyze Survey Data | SoGoSurvey (20)
Jargon can be a useful tool to communicate with employees or customers. But it should be used carefully, and your target audience must know what you're talking about.
Metrics are an important part of data-driven decision making. As metrics become increasingly important, we'll see more reliance on metrics in our everyday lives.
Unlock Segmentation: Dive into the Details to Elevate Your Customer ExperienceSogolytics
Segmentation will help you better understand your customers and their experience. It will also help set you apart from your competitors. Here are some tips.
The Importance of Omnichannel Consistency in Customer ExperienceSogolytics
Making the customer experience consistent across all touchpoints is the best way to retain customers and keep them coming back for more. Here's how to do it.
Got enough survey responses to make your reports meaningful? Statistically significant results require an understanding of sample size. Ensure your data-driven decisions are informed by enough data to make a difference!
The Online Suggestion Box: A Robust Tool for Customers and EmployeesSogolytics
Especially when working remotely, apart from our colleagues and customers, how do you keep the door open for feedback? An online suggestion box is a great solution to keep the feedback coming in, building loyalty, and improving trust -- as long as you follow up and close the loop!
The Power of Moments: Creating a Hyper-Personalized Customer ExperienceSogolytics
We all know that personalization is critical in attracting customers, but today's rapidly evolving technologies enable a hyper-specific level of customization that allows you to learn and connect at the right moments in the right ways with the right prospects and customers. How hyper is your personalization?
Should Employers Invest in Home Offices?Sogolytics
WFH life can be great, but it also brings its own challenges -- and expenses. Who should be responsible for paying for office equipment, furnishings, and supplies when employees aren't actually in the office? Watch this space as a hot topic for future recruiting -- and employee retention.
How would you describe your compay's culture -- and would your colleagues give the same description? Culture may be in the eye of the beholder, but to bring everyone together you'll need to take a closer look at what they all see and experience.
The Season of Churn: Pandemic-Influenced Employee TurnoverSogolytics
While remote work and flexibility might seem like positives, the workplace changes brought about by the pandemic have had a significant impact on employee turnover. How can employers retain talent and strengthen engagement despite the challenges?
The Perception Gap: Customer Expectations vs. RealitySogolytics
If your customers aren't getting what they want or need from your busines, they won't be your customers much longer. Learn from your detractors to close the gap between expectations and reality and you'll grow loyalty and revenue.
4 User Experience Questions to Include in Your Next UX SurveySogolytics
Make the most of every outreach by using key questions to target opportunities for improvement in your users' experience. If you don't know what's wrong (or right!), how can you decide where to spend your time and energy? Make the most of your resources by using smart surveys to uncover insights.
Long-Term Impacts of Pandemic-Style WorkSogolytics
We all know that the pandemic has changed our lives, but how has it changed our work, and what changes will persist in the long term? Both employers and employees should be prepared.
How Work-Anywhere Momentum is Impacting RecruitingSogolytics
With remote work now of an accepted standard than an emergency accommodation, how have recruiting and hiring conversations changed, and what do businesses need to do to attract and retain top talent?
Vax, Masks, and The Space Between: Sharing Meaningful Study ResultsSogolytics
In part 3 of our series, we're wrapping up the drill-down on reporting with a focus on how to clean up results to add clarity and style, and how to share those results in static or dynamic forms to ensure results are accessible to the target audience.
Vax, Masks, and The Space Between: Rating, Segmenting, and Cross TabsSogolytics
In part two of our series on Omni reporting drill-down, we're exploring how to make the best use of rating questions, segmenting data, and cross tabs -- all in the same report. Ready to learn more? Dive in!
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
10. 10
• Use percentages as appropriate to
make it easier to review results and
compare across survey items.
• Use Cross Tab reports to investigate
potential relationships between key
metrics and other variables.
11. 11
• Break down the data in demographic
slices to add depth and breadth to
your investigation.
13. 13
• Lots of data is great, but how do you know if
your results are good?
14. 14
• Set benchmarks – critical indicators to
help you make meaningful comparisons over
time or across groups.
• Benchmarks build a sense of confidence in
the numbers while reflecting trends.
15. 15
• There are many ways to slice and dice data to
pick up patterns over time – a longitudinal
analysis.
16. 16
• The more you segment the data, the more
meaningful the observations become.
• You can pinpoint outperformers,
underperformers, and trends over time
across all the verticals.
17. 17
• When values are higher than the average, we
rate the category as over-indexed, and when
the standards beat you – under-indexed.
• Well-managed statistics offer a wide range of
potential insights.
19. 19
• Quantitative data lets you see how many
people choose Yes or No, but qualitiative
feedback helps you understand why.
• While open-ended responses open up a wide
range of insights, be careful not to let a few
comments disrupt analysis of quantitative
survey results.
20. 20
• Deep dives into open-ended questions
enable you to deepen your understanding of
your targeted customers’ psychographic and
behavioral profiles.
• Feedback can tell us who influences buyer
decisions, the emotions driving them: love,
ego, the release of frustration, etc.
22. 22
Be careful about drawing conclusions
about any relationships between
variables—particularly correlation
and causation.
23. 23
Correlation
• When two variables move simultaneously in
sync, there may be a degree of correlation.
• For example, in the summer, you may
observe a closeness between trends in the
buying of swimsuits, surfboards, roller-
blades, and skateboards.
24. 24
Causation
• Causation – no surprise – is an indicator that
one thing is happening as a result of another.
• Water sports and swimming are activities that
gain momentum as the weather warms up –
a cause, not a correlation.
25. 25
• While they may seem similar, causation and
not correlation are the same.
• Avoid incorrect assumptions and fallacies
by careful analysis and common sense.
27. 27
• Lots of numbers and tables might be
useful, but they don't always
communicate meaning clearly.
• If you want them to motivate your
audience to act on data,
communicate the bottom line
creatively.
28. 28
Why?
• Inspire your team to develop ideas to
accelerate positive trends – or to stop and
reverse negative trends.
• Use striking numbers and percentages to
highlight key points, but be sure to develop a
narrative that captures the team’s attention.
• Use comparisons, benchmarks, and analogies
to convey a central message.
30. 30
• It’s important to analyze survey data using
statistical techniques to assess the reliability
of the data and separate causation from
correlation.
• Survey analysis is a vital decider, so don’t
think twice about getting an expert resource
in your corner.
31. 31
• Ready to dive deep? SoGoSurvey can help!
• Connecting with a solid partner supports
your understanding of customer
segmentation and how to make the most of
your data analysis.
32. Make the most of your results to
structure marketing programs
targeted directly at the heart of
customer experience.