Business intelligence: making more informed decisions - Jisc Digifest 2016Jisc
We’re developing a lab environment for you to experiment with data sources to create dashboards and analyses to help a wide range of staff in your organisation make better informed, strategic decisions.
Learn about our agile approach and some of the legal and practical issues we’ve come across around data re-use. Hear how university data experts have benefitted from taking part and see some of the new dashboards and analyses the teams have created.
Business intelligence: making more informed decisions - Jisc Digifest 2016Jisc
We’re developing a lab environment for you to experiment with data sources to create dashboards and analyses to help a wide range of staff in your organisation make better informed, strategic decisions.
Learn about our agile approach and some of the legal and practical issues we’ve come across around data re-use. Hear how university data experts have benefitted from taking part and see some of the new dashboards and analyses the teams have created.
Cornell University has had mixed results obtaining accurate cost-per use data for e-journals. In many cases, it is a simple feat of comparing the subscription cost to the COUNTER comliant usage data, but as we look deeper, and we continue to attempt to automate this process as much as possible, we uncover complexities that make this a considerable challenge. We will share our experiences and help attendees to better understand the complexities involved.
Reflecting on a 29 year career with Manchester Metropolitan University to present a case for becoming a Principal Fellow of the Higher Education Academy
A presentation on the ways in which the Autolib Library Managanment system is sued by Middlesbrough College library, Acquisitions
New stock announcements
New booklists
Reading lists
Web Opac
Overdues
Assignment receipt
What ARE we thinking? Collections decisions in an Academic LibraryLinda Galloway
When faced with multiple competing priorities for investment in library resources, there are many important aspects to consider. From student enrollment to prominence of programs, there are both data-driven and intangible factors to weigh. In addition, most library collections now focus on the immediate needs of students and researchers instead of collecting for posterity. This just-in-time versus just-in-case collection development mindset prioritizes different resource attributes and requires an often unfamiliar level of acquisitions flexibility.
MSACROA conference: Serve and Save: Create a Homegrown Online Catalog Paul Redfern
Do you want to serve your entire institution and save a significant amount of money at the same time? This session will explain how Gettysburg College developed an online course catalog. We will discuss the detailed process from start to finish and provide tips and suggestions as to how you may be able to implement a similar project at your institution.
The Connecticut Distance Learning Consortium (CTDLC) provides eLearning services and support for multiple platforms including Angel, Blackboard, and Moodle for K-20+ institutions. The CTDLC will review how it assists institutions in evaluating which LMS product is appropriate for their current and forecasted needs.
Libraries routinely gather and report data about their budgets, collections, staff, services, and so forth. But libraries need to do a better job of using these data to help them improve their existing services and communicate value to their stakeholders.
Considering the potential of our ERP solution for the Education industry we have merged the solutions for institutes and colleges under one identity the ‘QualCampus’
What are the key issues and opportunities in digital scholarship, and how sho...Stuart Dempster
Key elements of current and emergent academic practice(s) in the age of AI and machine learning, and how academic libraries can develop resources, people and institutional responses.
How can UK academic libraries respond to the current issues in scholarly publ...Stuart Dempster
Trends in publishing and collections development, and some opportunities for UK academic libraries to transform services to meet institutional and user requirements in a fast changing environment.
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Similar to From 'Get a Quote' to a Negotiations Framework
Cornell University has had mixed results obtaining accurate cost-per use data for e-journals. In many cases, it is a simple feat of comparing the subscription cost to the COUNTER comliant usage data, but as we look deeper, and we continue to attempt to automate this process as much as possible, we uncover complexities that make this a considerable challenge. We will share our experiences and help attendees to better understand the complexities involved.
Reflecting on a 29 year career with Manchester Metropolitan University to present a case for becoming a Principal Fellow of the Higher Education Academy
A presentation on the ways in which the Autolib Library Managanment system is sued by Middlesbrough College library, Acquisitions
New stock announcements
New booklists
Reading lists
Web Opac
Overdues
Assignment receipt
What ARE we thinking? Collections decisions in an Academic LibraryLinda Galloway
When faced with multiple competing priorities for investment in library resources, there are many important aspects to consider. From student enrollment to prominence of programs, there are both data-driven and intangible factors to weigh. In addition, most library collections now focus on the immediate needs of students and researchers instead of collecting for posterity. This just-in-time versus just-in-case collection development mindset prioritizes different resource attributes and requires an often unfamiliar level of acquisitions flexibility.
MSACROA conference: Serve and Save: Create a Homegrown Online Catalog Paul Redfern
Do you want to serve your entire institution and save a significant amount of money at the same time? This session will explain how Gettysburg College developed an online course catalog. We will discuss the detailed process from start to finish and provide tips and suggestions as to how you may be able to implement a similar project at your institution.
The Connecticut Distance Learning Consortium (CTDLC) provides eLearning services and support for multiple platforms including Angel, Blackboard, and Moodle for K-20+ institutions. The CTDLC will review how it assists institutions in evaluating which LMS product is appropriate for their current and forecasted needs.
Libraries routinely gather and report data about their budgets, collections, staff, services, and so forth. But libraries need to do a better job of using these data to help them improve their existing services and communicate value to their stakeholders.
Considering the potential of our ERP solution for the Education industry we have merged the solutions for institutes and colleges under one identity the ‘QualCampus’
Similar to From 'Get a Quote' to a Negotiations Framework (20)
What are the key issues and opportunities in digital scholarship, and how sho...Stuart Dempster
Key elements of current and emergent academic practice(s) in the age of AI and machine learning, and how academic libraries can develop resources, people and institutional responses.
How can UK academic libraries respond to the current issues in scholarly publ...Stuart Dempster
Trends in publishing and collections development, and some opportunities for UK academic libraries to transform services to meet institutional and user requirements in a fast changing environment.
How to develop a fundraising strategy for academic libraries archives and spe...Stuart Dempster
In August I was invited to give a presentation on how I would ‘devise and present your approach to developing a fundraising strategy for a special collection and/or archive at the University of Kent'. The attached presentation may be useful to those academic libraries seeking to develop their fundraising strategies and tactics, especially for archives and special collections.
How Imperial College London Library Services is working to improve alumni access to online content and membership of the library. The presentation highlights the successes to date, and the challenges in online provision in particular. The presentation was given at the Alumni Library Forum in Sheffield on 7th June 2017.
Expanding online access to collections for alumniStuart Dempster
How Library Services at Imperial College London have expanded the delivery of online access to collections (e-journals, e-resources etc.) for college alumni
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.
Show drafts
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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.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
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.
1. Library
Services
From ‘Get a Quote’ to a Negotiations
Framework
New culture, new skills and new tools
Stuart Dempster, Head of Information Resources
#StuDempster
3. Our Strategy 2015-20…
Our strategy is built on underpinning
foundations that make Imperial a great
academic institution and talented and
inspirational people who make up our
university community.
We will build the financial strength
needed for our world-leading work
through careful financial management…
We will develop the talent we need to
contribute in areas that have not yet
been fully explored.
We will provide professional support,
consistent processes and appropriate
technology for all of our staff and
students.
4. A Brief History…
‘Get a quote’…
One small step… The email…
A leap forward…Price rises - tactics and
communications
Game changer…Rapid Improvement
Exercise – new mind-sets, skills and
tools
5. One small step…The email
I have noticed that there is a substantial price
increase on this year’s subscription. Last year we
paid £XXXX and this year we have been quoted
£XXXX, this quote amounts to a X% increase.
Affordability is a very serious concern for us and it
would be difficult for the library to pay any price
increase at present. All our renewals are under
scrutiny and cancelling a resource is a consideration
dependent on the quote. Therefore we would ask
you to reconsider this price and inform us if this is
definitely your best quote for our XXXX renewal.
8. People…Investing in new skills
’Negotiations Skills for
Librarians’ (UKSG)
‘Influencing and
Negotiations Skills’ (College)
Mentoring
Co-design and team working
Empowerment…
9. 9
High Level
Principles
Access is maintained Cost is reviewed
Alternative measurements of ‘value’
are considered
Order is placed
Access is checked and ALMA is
fully updated
Access is
uninterrupted
Policies…Rapid Improvement Exercise
Subscription
Trigger Quote Assess Order Update holdings
Process
Payment
Library
Subs.
Team
Journey
Renewal
Spreadsheet
Website checked
for new licence
Price negotiated
Update
renewal
spreadsheet
Request
usage data
Compared with
previous
correspondence
Update
renewal
spreadsheet,
save email
Raise PO no. in
ICIS, save email
Scan signed
licence and upload
to ALMA
Update
Renewal
spreadsheet
Update Subs
Orders
spreadsheet
Print
licence
from
website
Deputy
Director
signs
licence
Email licence
to vendor
LLs check Primo
LL knowledgePrice/Usage
Request
information
Library
Liaison
Team
Journey
Email request
to LL Team
(Copy in HS,
SS, HB)
Renewal
cancelled
Renewal
confirmed
Review Request
Invoice paid and
receipt uploaded
to ALMA
Renewal
Meeting
Order
Course Reading
User Needs
IC Prestige
Student /
Academic
Journey
Access
denied
Email access
problem to
Subs. Notification to
LL Team
Notified of
renewed access
(Inconsistent)
Update
renewal
spreadsheet
Update
renewal
spreadsheet,
save email
Copy of
invoice saved
in ALMA and
in subs folder
Requests copy
invoice from vendor
Analyse
Update Holdings
Upload draft
licence to ALMA
Work Flows
Negotiations
Roles &
Responsibilities
Confidence in
financials
Purchase order
approvals
ALMA
Confidence in
financials
Usage capture
10. 10
Policies…Rapid Improvement Exercise..
• Journals, Databases and e-books
outside of big packages
• Article Processing Charge spend
• High volume document delivery
• Cross team review of subscriptions, APC spend, and frequent doc del titles
• Liaison Librarian output: A validated list of titles with ownership responsibility
• Outputs to subscriptions team: Negotiations informed by latest APC spend; list of titles to renew /
cancel; list of titles to purchase from document delivery volumes
Purpose and outputs of the annual review
Validating Journals Outside of Big Package Deals / Database / e-book Subscriptions
Prepare Database
/ e-book Review
Review Database
/ e-book
Subscriptions
Validate
Review Suggested
Changes
Finalise Database
/ e-book
Categories
Update ALMA /
Working
Documents
Process
Step
Owner
Subscriptions Team
(HB)
Subscriptions
(HB)
Library Liaisons
(CL / MW)
Library Liaison
Team
(CL / MW)
Library Liaison
Team
(CL / MW)
Subscriptions Team
(HB)
How
Download usage
statistics (2 yrs) /
capture current
cost
Annual review
meeting
Individual follow up
discussions with
departments
Review updated
shared file
Email agreed
changes through
file to Subs
Update ‘live’ file
with changes
Data
Needs
• Usage statistics
Current price
• Prioritised list for review
• Usage statistics
• Current price
• Usage statistics
• Current price
Updated file Updated file
Update ‘live’ file
with changes
Output
• P: Drive Excel
Spreadsheet (future
ALMA report)
• Email to LL to review
Excel with validated
list
Excel with decision
to keep or cancel
subscription
Reviewed and
agreed: Excel file
Excel file with
confirmed list of
renewals / cancels
Excel / ALMA
updated cancel /
review status
Timing Jun 9 - 23
Jul 1
(3 hours 9-12am)
6 weeks to Aug 15th 2 weeks
Aug 15th – 31st Sep 1
September 1
onwards
Create overview of
subscriptions with
usage and most
current prices
Subs and LL teams
get together to
share expertise and
discuss trends /
status changes
LL team
department
discussions for
specific subset of
subscriptions
LL team validate
subscriptions
changes to ensure
cross overs
Share definitive
snapshot in time on
renewals pathway
with subs team
Subs team
incorporates
changes into ‘live’
working docs /
ALMA
What
What is included?
Improve
11. Preparedness…do your homework
Usage Data: Ustat and Alma
Analytics (Cost Benefit)
Benchmarking Alternatives
(including OA)
Innovation: OA Button
Post-Cancellation Plans
Pushing he boundaries
(Alumni)
19. Database
Alma Analytics
• Borrowing Requests
• Cost Usage
• Course Reserves
• E-Inventory
• Events
• Fines and Fees
• Fulfillment
• Funds Expenditure
• Lending Requests
• Link Resolver Usage
• Physical Items
• Requests
• Usage Data
• Users
(Subject Areas)
Tables
20. Multi-year deals, with pricing
certainties to assist planning
More Alumni online access deals
Savings to invest into new content,
despite a flat budget
A framework which has reduced
‘friction’ in decision making and
empowered staff
Improved usage of analytics to
inform decision making
Some knockouts…
21. Unrealistic expectations
Non-disclosure Agreements
Nascent business models
‘Traditional’ mind-sets
Skills shortage
Market fragmentation (incl. mission
groups)
Subscription Agents (non-negotiated
agreements)
Some way to go…