The document provides an overview of Amárach Research's Economic Recovery Index from April 2009 to May 2012. Some key findings include:
- The Economic Recovery Index remained flat at 20.2 in May 2012, down slightly from 22.3 in March 2012, indicating perceptions of economic recovery have stabilized.
- Nearly half of Irish adults believe the economic situation is getting worse or bad but stabilized, while about a quarter see slight signs of improvement.
- Over half remain optimistic that Ireland will be through the worst of the recession in 12 months, though financial worries persist for many.
- Happiness and enjoyment remain the most commonly reported emotions, though stress, worry and anxiety also affect significant portions of the
The document summarizes the results of an Economic Recovery Index survey conducted in Ireland from April 2009 to January 2012. Key findings include:
- The January 2012 ERI score was 15.4, up slightly from December 2011, indicating perceptions that the economic situation remains relatively unchanged and is still bad.
- A majority (58%) believe the economic situation is getting worse, while 24% say it has stabilized but remains bad.
- Levels of optimism about the future and personal financial comfort have declined slightly since late 2011. Saving rates remain high due to recession pressures.
- Happiness and enjoyment continue to be the most commonly reported emotions, demonstrating Irish emotional resilience despite economic challenges.
Our monthly analysis of the mood of the Irish nation, their spending and savings habits, and their outlook on the future.
Broken out by customers of the top 3 banks, top 3 supermarkets, top 3 mobile networks and top 3 daily newspapers.
The September 2012 results of our monthly survey of 1,000 Irish consumers about the economy, spending, savings and borrowing. And emotions...
Plus analyses by main bank, supermarket, mobile phone network and daily newspaper.
The document summarizes the results of an Economic Recovery Index survey conducted in Ireland from April 2009 to January 2012. Key findings include:
- The January 2012 ERI score was 15.4, up slightly from December 2011, indicating perceptions that the economic situation remains relatively unchanged and is still bad.
- A majority (58%) believe the economic situation is getting worse, while 24% say it has stabilized but remains bad.
- Levels of optimism about the future and personal financial comfort have declined slightly since late 2011. Saving rates remain high due to recession pressures.
- Happiness and enjoyment continue to be the most commonly reported emotions, demonstrating Irish emotional resilience despite economic challenges.
Our monthly analysis of the mood of the Irish nation, their spending and savings habits, and their outlook on the future.
Broken out by customers of the top 3 banks, top 3 supermarkets, top 3 mobile networks and top 3 daily newspapers.
The September 2012 results of our monthly survey of 1,000 Irish consumers about the economy, spending, savings and borrowing. And emotions...
Plus analyses by main bank, supermarket, mobile phone network and daily newspaper.
The document summarizes the results of an Economic Recovery Index survey conducted in Ireland from April 2009 to November 2011. The November 2011 survey found a sharp deterioration in perceptions of the economic situation, with 57% saying it was bad and getting worse. The Economic Recovery Index fell to its lowest level since late 2010, indicating perceptions of a weak recovery. Only 28% believe Ireland will be through the worst of the recession in 12 months, down from 52% in April 2009, showing declining optimism about the economic outlook.
The document provides an economic recovery index for Ireland in February 2013. Some key points:
- The economic recovery index increased from 16.9 in February 2012 to 21.8 in February 2013, indicating continued positive momentum in the recovery.
- However, consumers remain reluctant to spend or borrow despite the improved economic outlook, and domestic breakthroughs may be needed to boost micro-level behavior.
- The index ranges from 0-100, with higher numbers indicating closer to peak economic conditions before the recession. The weakening in late 2012 has reversed going into 2013.
Economic recovery will be emotional as well as financial.
Every month, we survey 1,000 Irish people about the economy, their financial situation and their emotional wellbeing.
This study is sponsored by AIB Bank.
Our monthly survey of 1,000 Irish consumers about their spending and savings intentions, analysed by main bank, TV provider, electricity supplier and health insurer.
Pakistanis are experiencing high levels of anxiety, with 89% feeling nervous or anxious. They are most worried about economic issues like the state of the economy, rising healthcare and living costs. Specifically, many are anxious about unemployment, increasing food and gas prices. Pakistanis are also highly pessimistic, expecting few economic factors to improve in the next six months. A majority say the recession has personally impacted them.
The document summarizes the results of Amárach Research's monthly Economic Recovery Index survey from April 2009 to February 2012. The February 2012 survey found that the Economic Recovery Index stood at its highest level since October 2011, at 16.9. While over half of respondents still feel the economic situation is getting worse, 18% feel there are signs of improvement. Respondents remain optimistic that the recession's worst effects are behind Ireland and that recovery, while slow, is continuing. Happiness and enjoyment remain the most commonly reported emotions.
This document summarizes the results of Amárach Research's monthly Economic Recovery Index survey from April 2009 to March 2012. The March 2012 survey found that 43% believe Ireland's economic situation is getting worse, while 24% see signs of improvement. The Economic Recovery Index rose to 22.3 in March 2012, its highest level since August 2010. Perceptions of recovery differ depending on respondents' main bank, supermarket, insurer, or newspaper. Overall optimism about Ireland's economic future remains low.
The document summarizes the findings of an Economic Recovery Index survey conducted in Ireland in February 2015. It finds that while the overall economic outlook continues to improve, consumer behavior indicators like spending, saving, and borrowing remain mixed. The survey finds that most Irish people believe the economy is improving but momentum has slowed in early 2015. Consumer sentiment is improved over 2009 levels but stress, worry and anxiety remain elevated compared to before the recession. The report concludes that further momentum is expected in coming months as unemployment falls but consumers will still be cautious.
The Economic Recovery Index tracks Ireland's economic recovery through a monthly survey. The February 2011 results show:
1) The Recovery Indicator has increased from its late 2010 low but remains below 2010 levels, indicating ongoing but slow recovery.
2) Over half of respondents feel the recession is still affecting Ireland, though optimism is rising gradually.
3) Saving and debt repayment remain financial priorities, while borrowing and spending intentions are up slightly from December 2010.
4) Reported stress and worry remain high while happiness and enjoyment levels are up somewhat from a year ago.
The AIB-Amárach Recovery Indicator is a monthly survey that tracks Ireland's economic recovery from recession. The May 2011 results showed improvements, with the Recovery Indicator returning to levels from a year ago. While emotional resilience remains high, consumers remain cautious about spending until the worst of the recession is clearly over. The survey will continue monitoring sentiment to determine when a potential spending bounce might occur as the economic situation improves.
It is two years since we started taking the emotional temperature of Ireland's recession.
This month we report on progress towards an emotional recovery alongside economic recovery.
The June 2014 Economic Recovery Index from Amárach Research shows signs that consumer sentiment in Ireland is gradually improving. The index remained steady this month, and more consumers report feeling optimistic and comfortable financially. For the first time in the survey, 25% of consumers feel more relaxed about spending money. However, many consumers still prioritize paying off debts and seek out low prices. Overall, the results suggest a cautious but continuing recovery in consumer mood.
The Economic Recovery Index for June 2010 showed signs of improvement over previous months. The AIB-Amárach Recovery Indicator, which tracks Ireland's economic cycle, rose to 27.1 in June, its highest level in 2010. While respondents still felt the recession was affecting people, optimism was growing that the worst may be over within a year. Financial priorities remained paying off debts, but saving increased and spending decreased less compared to earlier in the recession. Overall national mood indicators like happiness and enjoyment rose in June from prior months.
The document summarizes the results of the September 2010 AIB-Amárach Recovery Indicator survey, which gauges the economic sentiment of 1,000 Irish adults each month. The September survey found that economic sentiment was marginally less positive than in August, with 45% saying Ireland was still in recession. The Recovery Indicator score declined slightly to 26 from 25.3 the previous month. While optimism about Ireland emerging from recession within a year remained high, financial worries also persisted for many respondents. Contact details are provided for AIB and Amárach Research.
The document summarizes the results of an Economic Recovery Index survey conducted in Ireland from April 2009 to November 2011. The November 2011 survey found a sharp deterioration in perceptions of the economic situation, with 57% saying it was bad and getting worse. The Economic Recovery Index fell to its lowest level since late 2010, indicating perceptions of a weak recovery. Only 28% believe Ireland will be through the worst of the recession in 12 months, down from 52% in April 2009, showing declining optimism about the economic outlook.
The document provides an economic recovery index for Ireland in February 2013. Some key points:
- The economic recovery index increased from 16.9 in February 2012 to 21.8 in February 2013, indicating continued positive momentum in the recovery.
- However, consumers remain reluctant to spend or borrow despite the improved economic outlook, and domestic breakthroughs may be needed to boost micro-level behavior.
- The index ranges from 0-100, with higher numbers indicating closer to peak economic conditions before the recession. The weakening in late 2012 has reversed going into 2013.
Economic recovery will be emotional as well as financial.
Every month, we survey 1,000 Irish people about the economy, their financial situation and their emotional wellbeing.
This study is sponsored by AIB Bank.
Our monthly survey of 1,000 Irish consumers about their spending and savings intentions, analysed by main bank, TV provider, electricity supplier and health insurer.
Pakistanis are experiencing high levels of anxiety, with 89% feeling nervous or anxious. They are most worried about economic issues like the state of the economy, rising healthcare and living costs. Specifically, many are anxious about unemployment, increasing food and gas prices. Pakistanis are also highly pessimistic, expecting few economic factors to improve in the next six months. A majority say the recession has personally impacted them.
The document summarizes the results of Amárach Research's monthly Economic Recovery Index survey from April 2009 to February 2012. The February 2012 survey found that the Economic Recovery Index stood at its highest level since October 2011, at 16.9. While over half of respondents still feel the economic situation is getting worse, 18% feel there are signs of improvement. Respondents remain optimistic that the recession's worst effects are behind Ireland and that recovery, while slow, is continuing. Happiness and enjoyment remain the most commonly reported emotions.
This document summarizes the results of Amárach Research's monthly Economic Recovery Index survey from April 2009 to March 2012. The March 2012 survey found that 43% believe Ireland's economic situation is getting worse, while 24% see signs of improvement. The Economic Recovery Index rose to 22.3 in March 2012, its highest level since August 2010. Perceptions of recovery differ depending on respondents' main bank, supermarket, insurer, or newspaper. Overall optimism about Ireland's economic future remains low.
The document summarizes the findings of an Economic Recovery Index survey conducted in Ireland in February 2015. It finds that while the overall economic outlook continues to improve, consumer behavior indicators like spending, saving, and borrowing remain mixed. The survey finds that most Irish people believe the economy is improving but momentum has slowed in early 2015. Consumer sentiment is improved over 2009 levels but stress, worry and anxiety remain elevated compared to before the recession. The report concludes that further momentum is expected in coming months as unemployment falls but consumers will still be cautious.
The Economic Recovery Index tracks Ireland's economic recovery through a monthly survey. The February 2011 results show:
1) The Recovery Indicator has increased from its late 2010 low but remains below 2010 levels, indicating ongoing but slow recovery.
2) Over half of respondents feel the recession is still affecting Ireland, though optimism is rising gradually.
3) Saving and debt repayment remain financial priorities, while borrowing and spending intentions are up slightly from December 2010.
4) Reported stress and worry remain high while happiness and enjoyment levels are up somewhat from a year ago.
The AIB-Amárach Recovery Indicator is a monthly survey that tracks Ireland's economic recovery from recession. The May 2011 results showed improvements, with the Recovery Indicator returning to levels from a year ago. While emotional resilience remains high, consumers remain cautious about spending until the worst of the recession is clearly over. The survey will continue monitoring sentiment to determine when a potential spending bounce might occur as the economic situation improves.
It is two years since we started taking the emotional temperature of Ireland's recession.
This month we report on progress towards an emotional recovery alongside economic recovery.
The June 2014 Economic Recovery Index from Amárach Research shows signs that consumer sentiment in Ireland is gradually improving. The index remained steady this month, and more consumers report feeling optimistic and comfortable financially. For the first time in the survey, 25% of consumers feel more relaxed about spending money. However, many consumers still prioritize paying off debts and seek out low prices. Overall, the results suggest a cautious but continuing recovery in consumer mood.
The Economic Recovery Index for June 2010 showed signs of improvement over previous months. The AIB-Amárach Recovery Indicator, which tracks Ireland's economic cycle, rose to 27.1 in June, its highest level in 2010. While respondents still felt the recession was affecting people, optimism was growing that the worst may be over within a year. Financial priorities remained paying off debts, but saving increased and spending decreased less compared to earlier in the recession. Overall national mood indicators like happiness and enjoyment rose in June from prior months.
The document summarizes the results of the September 2010 AIB-Amárach Recovery Indicator survey, which gauges the economic sentiment of 1,000 Irish adults each month. The September survey found that economic sentiment was marginally less positive than in August, with 45% saying Ireland was still in recession. The Recovery Indicator score declined slightly to 26 from 25.3 the previous month. While optimism about Ireland emerging from recession within a year remained high, financial worries also persisted for many respondents. Contact details are provided for AIB and Amárach Research.
The document summarizes the findings of an Economic Recovery Index survey conducted in March 2015. It finds that the index has reached its highest level in six years, just shy of 40, indicating continued signs of economic recovery in Ireland. Nearly 1 in 5 adults now see clear signs of recovery. Consumer sentiment indicators like willingness to borrow and save rates have also shown some recovery. However, financial well-being indicators have plateaued or fallen slightly. Overall, the survey finds further modest signs of economic recovery, but that not all parts of the economy have recovered equally.
This document summarizes the results of the March 2010 AIB Amárach Recovery Indicator survey. The survey asks 1,000 Irish adults monthly to assess the economic situation. In March 2010, 36% felt the economy was bad but stable/improving, up from 1% in April 2009. The Recovery Indicator rose to 27.1 in March from 22.7 in February, showing gradual growth. Respondents were more optimistic that the recession's worst would pass in 12 months and that now is a good time to buy a house. Worry and stress declined slightly from February levels while enjoyment and happiness rose slightly.
The document summarizes the results of the July 2010 AIB-Amárach Recovery Indicator survey, which gauges the economic sentiment of Irish adults. The survey found a gradual improvement in sentiment from June to July, with 32% saying the recession is still worsening and 31% saying it is bottoming out. Financial priorities like paying off debts remained steady. Overall mood indicators like stress, worry, and sadness declined slightly from April 2009 levels. The report concludes with contact details for the survey organizations.
The document summarizes the results of Amárach Research's November 2009 Economic Recovery Index survey. The Index fell slightly from its October peak but remained above its July low. Around half of respondents felt the economic situation had stabilized or was improving, up from 14% in April. While outlook indicators like optimism were down slightly from previous months, over 40% agreed the worst of the recession would be over within 12 months. The survey also tracked indicators like spending habits, debt priorities, and views on borrowing and home buying.
This document discusses belonging and community in Ireland. It summarizes the findings of a survey on how Irish people interact with their neighbors, friends, and communities. The key findings are that over half of Irish people know their neighbors well, nearly half have 4 or more close friends, and over 27,000 people are registered volunteers with Special Olympics Ireland. The document examines topics like how long people have lived near neighbors, how often they communicate with friends, and the types of community involvement in Ireland.
The document summarizes the key findings of a research project called "The Future of Ireland". It discusses themes that emerged from focus groups and a survey, including Hope, Belonging, Family, Change, Happiness and Destiny. For hope, it found that while only 19% think Ireland is better now than 10 years ago, 42% expect Ireland to be better in 10 years' time. On belonging, it found that 57% would prefer to live in Ireland than anywhere else, and 46% agree the recession taught the value of family and community. Overall, the research found that while the past decade was difficult, the Irish remain hopeful, proud, and optimistic about the future for themselves and their families.
The document summarizes research conducted on how different generations will sustain the charity sector in the future. Quantitative research included a survey of 1,000 adults examining current and potential future engagement with charities. Qualitative research involved focus groups with those currently and not currently volunteering. Key findings include younger people being as supportive of charities' role but less currently volunteering, though open to future volunteering. Ensuring charities remain fresh through new volunteers and improving engagement of younger people were identified as important factors for the sector's sustainability.
Mental Health and Emotional Wellbeing in Ireland 2019Amarach Research
A survey of the Irish population about the sources of mental health and wellbeing, drawing on the Human Givens framework in relation to psychological needs and resources.
The Brand Impact of Cause Marketing in Ireland 2018Amarach Research
This document discusses the case for cause marketing. It finds that Irish consumers have a high level of awareness of brands that support causes, with 84% aware of at least one partnership. It also finds that supporting causes increases positive feelings towards brands and loyalty. Specifically, 62% of 16-24 year olds feel more positive towards brands supporting social causes. Over 40% of Irish consumers are more likely to stay loyal to brands that support causes or charities. Cause marketing can thus increase brand awareness, positive associations, and loyalty.
The document summarizes the findings of Amárach Research's monthly Economic Recovery Index survey conducted between April 2009 and June 2018. It finds that the Economic Recovery Index, which measures Irish consumers' views on the state of the economy on a scale from 0-100, has reached its highest level ever of 47.4 in June 2018, indicating Irish consumers may have emerged from a "reluctant recovery." Negative emotions among Irish consumers appear to still be high despite economic improvements, suggesting gains are not translating to meaningful benefits for many. Overall, the outlook for Irish consumer spending in the second half of 2018 is strong.
The document reports on Ireland's Economic Recovery Index from April 2009 to May 2018. It finds that while the index and economic conditions have greatly improved from the deepest recession in 2010, levels of stress, worry and anxiety among Irish citizens have remained high or gotten worse. Consumer sentiment and spending are also improving but the nation's overall emotional wellbeing has yet to fully recover, suggesting economic gains are not translating to meaningful benefits for many. The outlook for strong consumer spending in Ireland remains over the rest of 2018 however.
We have been tracking the economic and emotional wellbeing of the Irish nation every month for the past 9 years. The good news is that our economic wellbeing is clearly getting better, the bad news is that our emotional wellbeing appears to be getting worse...
Our monthly index of Irish consumer spending, saving and borrowing intentions has reached an all time high nearly 9 years after we started measuring the mood of the nation.
The Latte Levy - An Amarach Research and Carr Communications Report 2018Amarach Research
This document summarizes a study examining public opinion in Ireland on a proposed 15 cent levy on single-use plastic cups, known as the "latte levy". The study found that framing the levy and associated policies positively or negatively impacted reactions. Specifically:
- Nearly 6 in 10 Irish adults felt plastic cups contribute to pollution and nearly half felt the levy cost was appropriate.
- Over 7 in 10 supported a suite of measures to reduce plastic cup use, like discounts for reusable cups.
- Framing the levy positively increased support for reusable cups up to 3.4%, while multiple positive interventions could increase reuse up to 12.5%.
The document summarizes the results of Amárach Research's monthly Economic Recovery Index survey from April 2009 to February 2018. It finds that in February 2018, Ireland's Economic Recovery Index reached its highest level ever, indicating the economic situation is improving. Consumer sentiment is also improving - Irish consumers are more willing than ever to borrow and are less focused on debt repayment. Overall, the renewed optimism in consumer sentiment suggests strong consumer spending growth in Ireland over the rest of 2018.
The document summarizes key findings from a report by Amárach Research on the Irish pharmacy market. It finds that Irish consumers will spend over €1.2 billion in pharmacies in 2018, and this figure is expected to grow substantially in the coming years. Pharmacy customers tend to be loyal, with local independent pharmacies receiving the highest net promoter scores. The average customer spends €37 per month on health, beauty, and medical products, with over-55s spending the most. The report forecasts continued growth in the pharmacy sector due to an aging population and increased spending on health and beauty products traditionally sold through pharmacies.
The Three Connected Ireland Report examines how Irish people use mobile technology in their daily lives across three themes: The Connected Life, The Connected Business, and The Connected Citizen. Some key findings:
- People rely on their smartphones for communication, banking, maps, weather, and streaming services. Facebook is a primary source for news.
- Smartphones are seen as helping relationships, work, learning, and relaxation. Nearly half of respondents aim to improve health and fitness with smartphone apps.
- The Connected Business section looks at online shopping habits and engagement with businesses, brands, and services through mobile devices.
- The report is based on a survey of 1,000 Irish smartphone users and
This document summarizes a report on research about the future of the charity sector in Ireland over the next 20 years. It conducted interviews and surveys with various stakeholders to understand their perspectives. Key findings included a desire for change in how charities operate, the need to demonstrate impact through data, issues with regulation and funding, challenges finding qualified people, and improving public understanding and transparency. The research aims to provoke debate on expectations of charities, the role of volunteers, impacts of regulation, needs for professionalism and organizational change, the role of the state, and triggers for change within charities.
This report analyzes loyalty marketing trends in Ireland based on a survey of 12,000 Irish adults. It finds that while most Irish adults belong to multiple loyalty programs, penetration varies significantly between brands. Loyalty program membership is stable over time and higher for older established brands. Different programs attract varying demographic profiles, and program membership has been shown to substantially increase customer loyalty metrics like Net Promoter Score. The report recommends that marketers focus on measuring the impact of their loyalty programs and ensuring programs reach their desired audiences.
Wellbeing and Decision Making in Everyday Life - UCD and Amárach Research 2018Amarach Research
This document summarizes research using the Day Reconstruction Method to study well-being and decision-making in everyday life. The study collected data from over 900 Irish participants about their activities, locations, emotions, social interactions, and experiences of desires and self-control over the previous day. The results show that positive feelings were highest during social interactions and certain activities. Around 15% of reported desires involved failures of self-control. Trait levels of self-control were also found to impact feelings, desires, and fatigue over the course of a day. The document discusses opportunities to use this method to better understand and design interventions regarding specific domains like work, health behaviors, and media consumption.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
* Practical use cases across various industries
* Step-by-step implementation guide
* Live demos with code snippets
* Enhancing LLM capabilities with vector search
* Best practices and optimization strategies
Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology
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.
Full-RAG: A modern architecture for hyper-personalizationZilliz
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Speck&Tech
ABSTRACT: A prima vista, un mattoncino Lego e la backdoor XZ potrebbero avere in comune il fatto di essere entrambi blocchi di costruzione, o dipendenze di progetti creativi e software. La realtà è che un mattoncino Lego e il caso della backdoor XZ hanno molto di più di tutto ciò in comune.
Partecipate alla presentazione per immergervi in una storia di interoperabilità, standard e formati aperti, per poi discutere del ruolo importante che i contributori hanno in una comunità open source sostenibile.
BIO: Sostenitrice del software libero e dei formati standard e aperti. È stata un membro attivo dei progetti Fedora e openSUSE e ha co-fondato l'Associazione LibreItalia dove è stata coinvolta in diversi eventi, migrazioni e formazione relativi a LibreOffice. In precedenza ha lavorato a migrazioni e corsi di formazione su LibreOffice per diverse amministrazioni pubbliche e privati. Da gennaio 2020 lavora in SUSE come Software Release Engineer per Uyuni e SUSE Manager e quando non segue la sua passione per i computer e per Geeko coltiva la sua curiosità per l'astronomia (da cui deriva il suo nickname deneb_alpha).
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
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.
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
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!
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
Infrastructure Challenges in Scaling RAG with Custom AI modelsZilliz
Building Retrieval-Augmented Generation (RAG) systems with open-source and custom AI models is a complex task. This talk explores the challenges in productionizing RAG systems, including retrieval performance, response synthesis, and evaluation. We’ll discuss how to leverage open-source models like text embeddings, language models, and custom fine-tuned models to enhance RAG performance. Additionally, we’ll cover how BentoML can help orchestrate and scale these AI components efficiently, ensuring seamless deployment and management of RAG systems in the cloud.
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
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2. The Emotional Recovery
We have been reporting our monthly
Economic Recovery Index since April 2009.
We set out three years ago to assess the
psychological impact of the recession and to
chart our ‘emotional progress’ towards
recovery alongside our ‘economic progress’.
Our tracking research has shown the
remarkable emotional strength of the Irish
people, who have consistently reported
‘happiness’ and ‘enjoyment’ as their two most
frequently experienced emotions.
This report summarises our Economic
Recovery Index results from April 2009 to
May 2012.
The most recent fieldwork was conducted
during 19th to 23rd May 2012 inclusive.
Economic Recovery Index 2
3. A Matter of Measurement
Every month we survey a representative, online sample of 1,000 adults and ask them to tell us
which one statement ‘best describes the economic situation in Ireland right now’ (listed below)
The consumer outlook has remained relatively unchanged from April to May:
Apr’12: 0% May’12: 0%
Apr’12: 3% May’12: 2%
Apr’12: 49% May’12: 48% Apr’12: 21% May’12: 24%
Apr’12: 27% May’12: 26%
Economic Recovery Index 3
4. The Economic Recovery Index
Using the answers to the question on ‘stages of recovery’ we have created the Economic
Recovery Index, which ranges from 0 to 100 (0 = deep recession; 100 = back to peak).
The ERI has remained flat at 20.2 in May, down from a recent high of 22.3 in March 2012:
30
25
20
15
10
5
0
Apr Jun July Aug Sept Oct Nov Dec Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec Jan Feb Mar Apr May June July Aug Sept Oct Nov Dec Jan Feb Mar Apr May
'09 '10 '11 '12 '12
Source: Amárach Research, May 2012
Economic Recovery Index 4
5. The Stages of Recovery
Perceptions of the current stage of recovery by demographic group:
ABC1 C2DE
May 2012 TOTAL Male Female 15-24 25-34 35-44 45-54 55+
F50+ F50-
Weighted Sample 1004 496 508 170 224 188 157 266 479 525
The economic
situation in Ireland is 47% 47% 46% 32% 42% 51% 55% 52% 42% 51%
getting worse
The economic
situation is bad but 26% 26% 25% 31% 30% 28% 24% 18% 28% 23%
has stabilized
The economic
situation is bad but
23% 23% 23% 30% 22% 19% 16% 25% 26% 20%
showing a few signs of
improvement
The economic
situation is getting
better and showing 2% 2% 2% 1% 3% 1% 2% 3% 2% 2%
clear signs of
improvement
The economic
situation is good and * * * 0 1% 1% 0 0 * *
almost fully recovered
from the recession
Source: Amárach Research, May 2012
Economic Recovery Index 5
6. Recovery Outlook 1
% of Irish adults who agree with each statement:
Ireland will be through the worst of the recession in 12 months time:
% agree strongly/slightly
52% 42%
41%43% 39%
48%
44% 42% 46%
41% 43% 41% 42% 43% 42%42% 28% 30%31%
34% 31% 23%26%24%25%24% 23%26%24%26%26%23%22%21%26% 25%
26% 18%
Aug
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Oct
Dec
Dec
Dec
Apr'12
Sept
Sept
Sept
Apr '09
Apr '10
Apr '11
Jun
Feb
June
Feb
June
Feb
July
July
July
Jan
Jan
Jan
May
May
May
May
Mar
Mar
Mar
I am optimistic in spite of the current economic situation:
% agree strongly/slightly
61% 54%55%
65% 55% 53%
57% 59% 58% 60% 62% 51% 48% 48%47% 47%48%48%47%49% 50%51%
47%
51% 52% 53%
55%54% 50% 46% 41% 44% 42%39%45%44%
44%
33%
Aug
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Oct
Dec
Dec
Dec
Apr'12
Sept
Sept
Sept
Apr '09
Apr '10
Apr '11
Jun
Feb
June
Feb
June
Feb
July
July
July
May
May
May
May
Mar
Mar
Mar
Jan
Jan
Jan
Source: Amárach Research, May 2012
Economic Recovery Index 6
7. Recovery Outlook 2
% of Irish adults who agree with each statement:
I feel I am financially comfortable enough to make it through the recession:
% agree strongly/slightly
50% 47%
45%45% 41%41% 41%40%42%
39%37%36%39%40% 39%
51% 47% 48%
48% 48% 48% 46%
47% 43%47% 45% 46% 32%34% 34% 34%38%38%34%33%37% 38%
45%
Aug
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Oct
Dec
Dec
Dec
Sept
Sept
Sept
Apr'12
Apr '09
Apr '10
Apr '11
June
June
Jun
Feb
Feb
Feb
July
July
July
May
May
May
May
Mar
Mar
Mar
Jan
Jan
Jan
Right now it seems like the recession is affecting other people more than it
is affecting me: % agree strongly/slightly
62% 61%60% 61% 60%
56% 53%
56%55% 55% 55% 53%
59% 49%45%47%48%50% 49%46%49%45%45% 49%48%50%
52% 54% 52% 45%45% 44% 43%46% 45%
53% 51% 50%
Aug
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Oct
Dec
Dec
Dec
Sept
Sept
Sept
Apr'10
Apr'12
Apr '09
Apr '11
June
June
Jun
Feb
Feb
Feb
July
July
July
May
May
May
May
Mar
Mar
Mar
Jan
Jan
Jan
Source: Amárach Research, May 2012
Economic Recovery Index 7
8. Recovery Outlook 3
% of Irish adults who agree with each statement:
The news from other countries makes me more confident the recession
will end soon: % agree strongly/slightly
46% 35% 36%
43% 43%42% 30%
40% 39% 33% 25% 21% 17% 25% 20% 23% 24%
35% 28% 27% 16% 16% 15% 13% 12% 12% 16%
11% 14%
18% 20%
14%
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Dec
Dec
Dec
Sept
Sept
Apr'12
Apr '10
Apr '11
June
June
Feb
Feb
Feb
Oct '09
July
July
May
May
May
Mar
Mar
Mar
Jan
Jan
Jan
I am less worried about losing my job than I was before:
% agree strongly/slightly
22% 21% 22% 21% 18% 23% 20% 21%21% 18% 18% 17% 21% 17% 19% 22% 25%
16% 15% 15% 18% 15% 15% 19% 19%
22% 20% 17%
20% 15% 17%
13%
Nov
Aug
Nov
Aug
Nov
Oct
Oct
Dec
Dec
Dec
Sept
Sept
Apr'10
Apr'12
Apr '11
June
June
Feb
Feb
Feb
Oct '09
July
July
May
May
May
Mar
Mar
Mar
Jan
Jan
Jan
Source: Amárach Research, May 2012
Economic Recovery Index 8
9. Financial Sentiment Indicators
% of Irish adults who agree with each statement: May 2011, 2012 & April 2012
I am more relaxed about I am saving a lot more
spending money than I than before because of
Impact on: was a few months ago the recession
•Spending
•Saving
30%
•Debt 17% 20% 18% 26% 27%
•Borrowing
May'11 Apr'12 May'12
May'11 Apr'12 May'12
Now is a good time to
Paying off debts is my I would be happy to buy a house for those
main financial priority borrow from a bank if I who want to
need to
61% 59% 62% 66%
56% 60%
26% 28% 27%
May'11 Apr'12 May'12 May'11 Apr'12 May'12 May'11 Apr'12 May'12
Source: Amárach Research, May 2012
Economic Recovery Index 9
10. Feeling Flaithulach
% of Irish adults who agree/disagree with the statement:
“I am more relaxed about spending money than I was a few months ago”
ABC1 C2DE
May 2012 TOTAL Male Female 15-24 25-34 35-44 45-54 55+
F50+ F50-
Weighted Sample 1004 496 508 170 224 188 157 266 479 525
Strongly Agree 9% 10% 8% 8% 7% 5% 6% 14% 10% 8%
Slightly Agree 30% 31% 28% 31% 33% 25% 24% 33% 36% 24%
Neither/Nor 13% 15% 11% 16% 14% 12% 10% 11% 12% 13%
Slightly Disagree 20% 19% 22% 22% 21% 23% 20% 17% 20% 20%
Strongly Disagree 26% 25% 28% 20% 22% 32% 39% 23% 20% 32%
Source: Amárach Research, May 2012
Economic Recovery Index 10
11. The Mood of the Nation 1
Did you experience any of these feelings a lot of the day yesterday?
% saying Yes: April 2009 to May 2012
70%
60%
50%
40%
30%
20%
Enjoyment Happiness Stress Worry
10%
0%
June
June
Apr '09
Apr '10
Apr '11
Apr'12
Nov
Dec
July
Nov
Dec
July
Nov
Dec
Oct
Oct
Oct
Aug
Aug
Aug
Feb
Feb
Feb
Sept
Sept
Sept
May
May
Mar
Mar
Mar
Jun
Jan
Jan
Jan
Jul
May
May
Source: Amárach Research, May 2012
Economic Recovery Index 11
12. The Mood of the Nation 2
Did you experience any of these feelings a lot of the day yesterday?
% saying Yes: April 2009 to May 2012
40%
35%
30%
25%
20%
15%
10%
Anxiety Sadness Pain Anger
5%
0%
Aug
Aug
Aug
Feb
Feb
Feb
Apr'12
June
Jul
Jun
Jan
Jan
Jan
May
Mar
May
Mar
May
Mar
May
Apr '09
Apr '10
Apr '11
Oct
Oct
Oct
Sept
Nov
Dec
Sept
Nov
Dec
Sept
Nov
Dec
July
July
June
Source: Amárach Research, May 2012
Economic Recovery Index 12
13. Changing Moods
Did you experience any of these feelings a lot of the day yesterday?
% saying Yes: May 2012
ABC1 C2DE
May 2012 TOTAL Male Female 15-24 25-34 35-44 45-54 55+
F50+ F50-
1004 496 508 170 224 188 157 266 479 525
Enjoyment 56% 57% 55% 58% 53% 53% 58% 59% 61% 52%
Happiness 53% 50% 57% 63% 59% 50% 43% 50% 55% 51%
Stress 45% 38% 51% 56% 48% 46% 45% 33% 47% 42%
Worry 38% 33% 43% 41% 39% 40% 41% 32% 39% 37%
Anxiety 30% 29% 31% 33% 34% 26% 31% 26% 33% 27%
Boredom 25% 24% 26% 42% 31% 22% 17% 16% 25% 25%
Physical Pain 21% 22% 21% 18% 21% 17% 21% 26% 20% 22%
Sadness 19% 16% 23% 21% 27% 17% 18% 15% 18% 21%
Anger 17% 16% 18% 21% 25% 13% 15% 11% 16% 18%
Fear 10% 10% 10% 13% 11% 9% 9% 8% 10% 10%
Source: Amárach Research, May 2012
Economic Recovery Index 13
14. News From Abroad
Developments in Europe once again haunt the
Irish consumer psyche – the percentage
agreeing that news from abroad makes them
expect recovery soon is right back down to all
time low levels.
But our measures of emotional resilience
appear at least to have stabilised: happiness
and enjoyment still dominate, and stress and
worry are no longer converging with the more
positive emotions.
For Irish marketers, the key task will be to
navigate the uncertainty caused by the
unfolding crisis in Europe, using Irish consumer
resilience to unlock their purses and wallets
rather than live in dread of more rainy days.
A sunny summer will help…
Economic Recovery Index 14
15. Let’s Get Visual
If you find Amárach’s Economic
Recovery Index useful (and we
know many of you do) then you
might be interested in our data
visualisation initiative with
Delphi Analytics.
We have partnered to create
an extraordinarily powerful
resource online – for free – to
enable marketers and others to
look at the historical trend in
the ERI going back to April
2009 by demographic group,
main bank etc.
Find out more here:
http://delphianalytics.ie/visual-
analytics/economic-recovery-index/
Economic Recovery Index 15
16. Drivers & Drinking
About Amárach Research
We are an independent market research
agency, providing a full range of research
services to our Irish and international
clients. We specialise in turning information
into insight; and insight into foresight.
Our experienced team of directors and
executives manage online, face-to-face and
cati surveys; as well as qualitative research
including focus groups, in-depths and
ethnographic studies. We also offer a
unique field-only service to universities and
international agencies.
Amárach Research is proud to be:
17. Trends Report
Call us on 01 410 5200 if you want your business to
bounce forward to success:
Mark Nolan Managing Director
or Michael McLoughlin Chief Executive
or Gerard O’Neill Chairman
for a confidential discussion about your needs and to
explore how we can help you succeed through world
class market research.
e. gerard.oneill@amarach.com
w. www.amarach.com
b. www.amarach.com/blog
t. twitter.com/AmarachResearch