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Data efficiency refers to efficiency of the many processes that can be applied to data such as storage, access, filtering, sharing, etc., and whether or
Data_efficiency
Degree to which a process minimizes waste of resources
Efficiency is the often measurable ability to avoid making mistakes or wasting materials, energy, efforts, money, and time while performing a task. In
Efficiency
Data center infrastructure efficiency (DCIE), is a performance improvement metric used to calculate the energy efficiency of a data center. DCIE is the
Data center infrastructure efficiency
Data_center_infrastructure_efficiency
Facility used to house computer servers
workloads migrated to hyperscale and colocation facilities. Energy efficiency at an enterprise data center tends to be significantly lower than at hyperscale facilities
Data_center
Methods for higher energy efficiency
Efficient energy use, or energy efficiency, is the process of reducing the amount of energy required to provide products and services. There are many technologies
Efficient_energy_use
Subfield of artificial intelligence
learning from data. At the same time, it seeks to address deep learning’s main limitations: lack of reliability, data and energy efficiency, fairness, and
Neuro-symbolic_AI
US government agency
The Department of Government Efficiency (DOGE) was a federal cost-cutting initiative launched by the Republican Party in the United States during the second
Department of Government Efficiency
Department_of_Government_Efficiency
Unit of information
data Data (computer science) Data acquisition Data analysis Data bank Data cable Data center Data curation Data domain Data element Data farming Data
Data
Storage efficiency is the ability to store and manage data that consumes the least amount of space with little to no impact on performance; resulting in
Storage_efficiency
Ratio to describe data-center efficiency
For more energy efficiency metrics on data centers, see Data center. Power usage effectiveness (PUE) or power unit efficiency is a ratio that describes
Power_usage_effectiveness
Quality measure of a statistical method
In statistics, efficiency is a measure of quality of an estimator, of an experimental design, or of a hypothesis testing procedure. Essentially, a more
Efficiency_(statistics)
Machine learning model for vision processing
different inductive biases, training stability, and data efficiency. Compared to CNNs, ViTs are less data efficient, but have higher capacity. Some of the
Vision_transformer
Information rate that can be transmitted over a given bandwidth
Spectral efficiency (alternatively, spectrum efficiency or bandwidth efficiency) refers to the information rate that can be transmitted over a given bandwidth
Spectral_efficiency
Extremely large or complex datasets
billion) in operational efficiency improvements alone by using big data. And users of services enabled by personal-location data could capture $600 billion
Big_data
governments and regulators have increasingly considered data-centre reporting requirements, energy-efficiency standards, and broader transparency measures for
Environmental_impact_of_AI
replication. Albireo SANblox – a ready-to-run data efficiency appliance that integrates data deduplication and data compression transparently into Fibre Channel
Permabit
Method of speech synthesis that uses deep neural networks
supported precise pronunciation control via ARPABET. The 15-second data efficiency benchmark was later corroborated by OpenAI in 2024. Currently, self-supervised
Deep learning speech synthesis
Deep_learning_speech_synthesis
Measure of energy loss in storage systems
Roundtrip efficiency is a key performance metric for an energy storage system (ESS) that characterizes the loss energy during a full cycle of charge and
Roundtrip_efficiency
Form of thermal efficiency
Fuel efficiency (or fuel economy) is a form of thermal efficiency, meaning the ratio of effort to result of a process that converts chemical potential
Fuel_efficiency
Used to assess the predictive power of hydrological models
The Nash–Sutcliffe model efficiency coefficient (NSE) is used to assess the predictive skill of hydrological models. It is defined as: NSE = 1 − ∑ t =
Nash–Sutcliffe model efficiency coefficient
Nash–Sutcliffe_model_efficiency_coefficient
Type of information retrieval using LLMs
reduces the need to retrain LLMs with new data, saving on computational and financial costs. Beyond efficiency gains, RAG also allows LLMs to include sources
Retrieval-augmented generation
Retrieval-augmented_generation
Ratio of energy extracted from sunlight in solar cells
Solar-cell efficiency is the portion of energy in sunlight that is converted into electricity by a solar cell. Efficiency, in combination with latitude
Solar-cell_efficiency
Disciplines of managing data as a resource
practices, from data storage and security to analytics and decision-making, reflecting its critical role in driving innovation and efficiency across industries
Data_management
Efficiency leads to increased demand
increase the efficiency of a resource's use lead to a rise, rather than a fall, in total consumption of that resource. Greater efficiency reduces the amount
Jevons_paradox
Method in operations research and economics
Data Envelopment Analysis. 132 (2): 245–259. doi:10.1016/S0377-2217(00)00149-1. Doyle, John; Green, Rodney (1994). "Efficiency and Cross-efficiency in
Data_envelopment_analysis
Artificial intelligence company
George, Dileep (2017). "A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs". Science. 358 (6368). Science Magazine
Vicarious_(company)
Property of an algorithm
algorithmic efficiency is a property of an algorithm which relates to the amount of computational resources used by the algorithm. Algorithmic efficiency can
Algorithmic_efficiency
Particular way of storing and organizing data in a computer
of specialized data structures. Rob Pike has stated that the choice of data structure almost always has a greater impact on efficiency than the choice
Data_structure
Property of a mathematical space
model. This is frequently done for purposes of data efficiency, visual simplicity, or cognitive efficiency, and is acceptable if the distinction between
Dimension
Proposed orbital infrastructure
decade away from a new normal of extraterrestrial data centers". Fortune. "Do solar panels lose efficiency over time? Should you replace it at the end?".
Space-based_data_center
Server facility with energy-efficient technologies
the data-center industry towards energy efficiency. Although PUE is the most-frequently-used metric for data centers to measure energy efficiency, its
Green_data_center
of the United States, and the creation of the Department of Government Efficiency (DOGE) on January 20, 2025, several major changes occurred at the National
NOAA in the second Trump administration
NOAA_in_the_second_Trump_administration
Efficiency factor is a ratio of some measure of performance to an expected value. In data communications, the factor is the ratio of the time to transmit
Efficiency_factor
Topics referred to by the same term
Coding efficiency may refer to: Data compression efficiency Algorithmic efficiency Efficient coding hypothesis Efficiency (disambiguation) Coding (disambiguation)
Coding_efficiency
Enterprise storage platform
effective capacity of 5.5 PB due to the 6:1 data efficiency ratio achieved through what it calls “intelligent data packing.” X-Brick interconnectivity is achieved
Dell_EMC_XtremIO
Online repository of information
traditionally used a physical data room to accomplish the disclosure of documents. For reasons of cost, efficiency and security, virtual data rooms have widely replaced
Virtual_data_room
Data storage technology
performance, energy efficiency, fault tolerance, and availability. The definitive techniques used by RAID were conceived in the 1970s and 1980s: data striping to
RAID
Type of data asset
driving innovation and efficiency in modern data ecosystems. In 2012, DJ Patil proposed the first documented definition: a data product is a product that
Data_product
Economic concept
The marginal efficiency of capital (MEC) is that rate of discount which would equate the price of a fixed capital asset with its present discounted value
Marginal efficiency of capital
Marginal_efficiency_of_capital
U.S. federal law
federal government to modernize its data management practices, evidence-building functions, and statistical efficiency to inform policy decisions. The Evidence
Foundations for Evidence-Based Policymaking Act
Foundations_for_Evidence-Based_Policymaking_Act
Vector quantization algorithm minimizing the sum of squared deviations
due to its simplicity and computational efficiency. It was later adopted in early machine learning and data analysis tasks involving large datasets.
K-means_clustering
Algorithm that arranges lists in order
important for optimizing the efficiency of other algorithms (such as search and merge algorithms) that require input data to be in sorted lists. Sorting
Sorting_algorithm
Program office of the U.S. Department of Energy
Minerals and Energy Innovation (CMEI) formerly known as the Office of Energy Efficiency and Renewable Energy (EERE) is an office within the United States Department
Office of Energy Efficiency and Renewable Energy
Office_of_Energy_Efficiency_and_Renewable_Energy
manufacturers on efficiency classification, with three efficiency classes: Eff 1 for High Efficiency Eff 2 for Standard Efficiency Eff 3 for Low Efficiency The term
Premium_efficiency
Digital display interface
calculated using standard data rate calculations.[citation needed] For UHBR modes, the limits are based on the data efficiency calculations provided by
DisplayPort
Ratio between the useful output and the input of a machine
Energy conversion efficiency (η) is the ratio between the useful output of an energy conversion machine and the input, in energy terms. The input, as well
Energy_conversion_efficiency
Description of the average spectral sensitivity of human visual perception of brightness
A luminous efficiency function or luminosity function represents the average spectral sensitivity of human visual perception of light. It is based on subjective
Luminous_efficiency_function
Maximizing effect while minimizing waste
"Hotspot data for 50 grocery products". Archived from the original on 2013-08-20. "Business Resource Efficiency Hub". "Welcome to Resource Efficiency - Resource
Resource_efficiency
Type of computer memory
advanced refresh options, LPDDR can achieve greater power efficiency. ECC memory, a type of computer data storage Fully Buffered DIMM List of interface bit rates
DDR_SDRAM
Property of photosensitive devices
The quantum efficiency (QE) of a photodetector is a measure of its electrical response to light. Another name for it is incident photon to converted electron
Quantum_efficiency
System-on-a-chip designed by Apple Inc.
competition, and it also has new efficiency cores, with their big advantage being they use a third of the power of the best efficiency cores of other phones on
Apple_A16
Unit of data on an Ethernet network
often confused with protocol efficiency. It considers only the use of the channel, disregarding the nature of the data transmitted – either payload or
Ethernet_frame
Basic shapes represented in vector graphics
or function of two-dimensional space, affording it a number of data modeling efficiencies over true 3-dimensional objects. A shape of any of these dimensions
Geometric_primitive
The actions of the Department of Government Efficiency (DOGE) have attracted reactions from officials, scholars, and citizens. While a majority supports
Response to the Department of Government Efficiency
Response_to_the_Department_of_Government_Efficiency
Method for compressing changes over time
compression step on the generated delta. Main concerns for data differencing are usability and space efficiency (patch size). If one simply wishes to reconstruct
Data_differencing
Discussing what form of transport is the most fuel efficient and economical
The energy efficiency in transport is the useful travelled distance, of passengers, goods or any type of load; divided by the total energy put into the
Energy efficiency in transport
Energy_efficiency_in_transport
Assembly of photovoltaic cells used to generate electricity
from experimental data can be found in the literature Studies have shown that while high temperatures negatively impact efficiency, colder temperatures
Solar_panel
Practice for controlling corporate data
business performance and make informed, data-driven decisions. Operational efficiency: With the consistent and accurate data provided by an MDM, operational processes
Master_data_management
Audio codec
High-Efficiency Advanced Audio Coding (HE-AAC) is an audio coding format for lossy data compression of digital audio as part of the MPEG-4 standards. It
High-Efficiency Advanced Audio Coding
High-Efficiency_Advanced_Audio_Coding
Consortium improve the resource efficiency of data centers
collaborating to improve the resource efficiency of data centers. As business demands increase, so does the number of data center facilities which house a rising
The_Green_Grid
Capability that enables an organization to ensure high data quality
the efficiency of enterprise knowledge workers by reducing confusion and error and increasing their scope of knowledge.[citation needed] Many data governance
Data_governance
improve bandwidth efficiency. The concept encompasses a wide range of engineering methods and algorithms that aim to minimize the volume of data transmitted
Bandwidth_compression
When one must decrease production of one good to increase another in an economy
In microeconomic theory, productive efficiency (or production efficiency) is a situation in which the economy or an economic system (e.g., bank, hospital
Productive_efficiency
Internal inefficiency of a firm
introduced the concept of X-inefficiency in his paper "Allocative Efficiency vs. X- Efficiency", which was published in American Economic Review. X-Inefficiency
X-inefficiency
2008 scheme of the Government of India
follows: National Solar Mission National Mission for Enhanced Energy Efficiency National Mission on Sustainable Habitat National Water Mission National
National Action Plan for Climate Change
National_Action_Plan_for_Climate_Change
Data transfer channel connecting parts of a computer
methods to maximize speed and efficiency. Features such as direct memory access (DMA) further enhance performance by allowing data transfers directly between
Bus_(computing)
Video compression format, succeeds H.264/MPEG-4 AVC
High Efficiency Video Coding (HEVC), also known as H.265 and MPEG-H Part 2, is a patent-encumbered video compression standard designed as part of the MPEG-H
High_Efficiency_Video_Coding
Type of two-dimensional barcode
withdrawn and updated to 18004:2024 in August 2024, which optimizes encoding efficiency, improves error correction, and refines structured append functionality
QR_code
Ecological metric
The photosynthetic efficiency (i.e. oxygenic photosynthesis efficiency) is the fraction of light energy converted into chemical energy during photosynthesis
Photosynthetic_efficiency
Australian government program for energy efficiency rating
the energy efficiency of the whole data centre by assessing the processing and storage capacity and the industry median energy efficiency for infrastructure
NABERS
US federal law concerning data collection
The Confidential Information Protection and Statistical Efficiency Act, ("CIPSEA"), is a United States federal law enacted in 2002 as Title V of the E-Government
Confidential Information Protection and Statistical Efficiency Act
Confidential_Information_Protection_and_Statistical_Efficiency_Act
Average uncertainty in variable's states
entropy of a certain outcome is zero: Η1(1) = 0. This implies that the efficiency of a source set with n symbols can be defined simply as being equal to
Entropy_(information_theory)
Visual representation of data
ideas communicated with clarity, precision, and efficiency. Graphical displays should: show the data induce the viewer to think about the substance rather
Data and information visualization
Data_and_information_visualization
Extension of Data Envelopent Analysis
Systems. pp. 255–311. Kao, C., & Hwang, S. N. (2008). Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance
Network Data Envelopment Analysis
Network_Data_Envelopment_Analysis
Driving using techniques that reduce fuel consumption
fuel level sensors to get exact fuel consumption data and prevent gasoline theft. Simple fuel-efficiency techniques can result in reduction in fuel consumption
Energy-efficient_driving
Process of replacing missing data with substituted values
more arduous, and create reductions in efficiency. Because missing data can create problems for analyzing data, imputation is seen as a way to avoid pitfalls
Imputation_(statistics)
Software bus for high-volume data feeds
applications. Kafka uses a binary TCP-based protocol that is optimized for efficiency and relies on a "message set" abstraction that naturally groups messages
Apache_Kafka
Network that allows computers to share resources and communicate with each other
communicating computers and peripherals known as hosts, which communicate data to other hosts via communication protocols, as facilitated by networking
Computer_network
even performance of staffs pointing to their efficiency and productivity. Despite the business field, data culture is also applied in the social infrastructure
Data_culture
Compact encoding of digital data
as image compression. Data compression aims to reduce the size of data files, enhancing storage efficiency and speeding up data transmission. K-means
Data_compression
model SaltMod with data from the Mashtul pilot area. The observed values of soil salinity correspond best to a leaching efficiency of about 0.75. The
Leaching_model_(soil)
program designed to foster transparency, innovation, accountability, and efficiency. In May 2013, Buffalo earned a grant through IBM's Smarter Cities Challenge
Open_Data_Buffalo
Practice of reducing water consumption
Water efficiency is the practice of reducing water consumption by measuring the amount of water required for a particular purpose and is proportionate
Water_efficiency
American supplier of servers and other information technology products
and high-efficiency servers, while also providing server management software, and storage systems for various markets, including enterprise data centers
Supermicro
Statistical indicators of the deviation of a sample
advantages of both robustness and superior efficiency on contaminated data, at the cost of inferior efficiency on clean data from distributions such as the normal
Robust_measures_of_scale
Methods of automatically identifying objects by computer system
Automatic identification and data capture (AIDC) refers to the methods of automatically identifying objects, collecting data about them, and entering them
Automatic identification and data capture
Automatic_identification_and_data_capture
Economics concepts
There are several concepts of efficiency for a financial market. The most widely discussed is informational or price efficiency, which is a measure of how
Financial_market_efficiency
American data center company
colocation facilities, powered-shell and build-to-suit data centers. Its operations emphasise energy efficiency, modular build-to-suit capability, and a vertically
Sabey_Data_Centers
Packet-oriented mobile data service for 2G and 3G networks
networks, data is broken into small packets and transmitted through available channels. This increased efficiency also gives it theoretical data rates of
GPRS
Study of collection and analysis of data
collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a scientific, industrial, or social problem, it
Statistics
Software process that combines robotic process automation and artificial intelligence
mitigate repetitive tasks. As it accumulates data, the system learns in an effort to improve its efficiency. Intelligent automation applications consist
Intelligent_automation
Voluntary computer power supply certification program
designed for data center power supplies to address the power demands of AI and high-performance computing.The Ruby level requires a 96% efficiency at 50% load
80_Plus
Analysis of basketball statistics
The player efficiency rating (PER) is John Hollinger's all-in-one basketball rating, which attempts to collect or boil down all of a player's contributions
Player_efficiency_rating
Subset of irreversible thermodynamics
following results: As shown, the endoreversible efficiency much more closely models the observed data. However, such an engine violates Carnot's principle
Endoreversible_thermodynamics
Types of data center network connections
about the energy needs and environmental impacts of data centers are intensifying. Energy efficiency is one of the major challenges of today's information
Data center network architectures
Data_center_network_architectures
Efficiency of energy transfer from one trophic level to next
efficiency is the efficiency with which energy is transferred from one trophic level to the next. It is determined by a combination of efficiencies relating
Ecological_efficiency
Any of a set of standard configurations of Redundant Arrays of Independent Disks
the techniques of striping, mirroring, or parity to create large reliable data stores from multiple general-purpose computer hard disk drives (HDDs). The
Standard_RAID_levels
Measure of engine efficiency
Volumetric efficiency (VE) in internal combustion engine engineering is defined as the ratio of the equivalent volume of the fresh air drawn into the cylinder
Volumetric_efficiency
Government agency
make Government of Ghana data available to the public for re-use. The establishment of GODI is meant to promote efficiency, transparency and accountability
Ghana_Open_Data_Initiative
Type of qualitative social media research
real-life observation and primary data, and netnography usually collects computer-based and secondary data Efficiency. Netnography tends to be less costly
Netnography
DATA EFFICIENCY
DATA EFFICIENCY
Female
Finnish
Variant form of Finnish Aada, AATA means "noble."
Male
Irish
Irish Gaelic name MAC DARA means "son of oak." This is the name of a patron saint and is still common in Ireland, especially in Connemara.
Male
Hebrew
Variant spelling of Hebrew Dathan, DATAN means "belonging to a fountain."
Female
Polish
Short form of Polish Edyta, DYTA means "rich battle."
Female
English
 Middle English name DARA means "brave, daring." Compare with another form of Dara.
Female
English
 English surname transferred to unisex forename use, possibly DANA means "from Denmark." Compare with other forms of Dana.
Male
Turkish
Turkish name ATA means "ancestor."
Girl/Female
Hindu
A creeper
Female
Slavic
 Short form of Slavic Bogdana, DANA means "gift from God." Compare with other forms of Dana.
Female
Hebrew
(×“Ö¼Ö¸× Ö¸×”) Feminine form of Hebrew Dan, DANA means "judge." Compare with other forms of Dana.
Male
Hebrew
(דֶּרַע) Hebrew name DARA means "the arm." In the bible, this is the name of a son of Zerah. Compare with other forms of Dara.
Male
Irish
 From Irish Gaelic Mac Dara, DARA means "son of oak." Compare with other forms of Dara.
Female
Polish
 Variant spelling of Polish Dyta, DITA means "rich battle." Compare with another form of Dita.
Female
Hungarian
 Short form of Hungarian Katalin, KATA means "pure." Compare with other forms of Kata.
Female
Hebrew
(דִּיתָה) Pet form of Hebrew Yehuwdiyth, DITA means "Jewess" or "praised." Compare with another form of Dita.
Female
Hindi/Indian
(लता) Hindi name derived from a plant name, from the Sanskrit word lata, LATA means "creeper," in reference to a creeping plant.
Male
English
English surname transferred to unisex forename use, possibly DANA means "from Denmark."
Male
Iranian/Persian
 Short form of Persian Dârayavahush, DARA means "possesses a lot, wealthy." Compare with other forms of Dara.
Female
Russian
 Short form of Russian Yekaterina, KATA means "pure." Compare with other forms of Kata.
Female
Finnish
 Short form of Finnish Katariina, KATA means "pure." Compare with other forms of Kata.
DATA EFFICIENCY
DATA EFFICIENCY
Boy/Male
Muslim
Obedient, Who rescues the people from hungry and pain brings Joy into peoples life
Surname or Lastname
English and French
English and French : from a pet form of Rob, short form of Robert.
Boy/Male
Latin Spanish Italian
Bean farmer.
Male
Babylonian
, father.
Boy/Male
Indian, Punjabi, Sikh
Peaceful through Remembering God
Girl/Female
American, Australian, Chinese, Christian, French, German
Combination of Mary and Lou
Boy/Male
Tamil
Ghanaanand | கநாநஂத
Happy like clouds
Girl/Female
Biblical
The praise of the Lord.
Boy/Male
Greek
Son of Minos.
Girl/Female
American, Arabic, Australian, Christian, Latin
Lady; Female Version of Patrick; Noble; Patrician
DATA EFFICIENCY
DATA EFFICIENCY
DATA EFFICIENCY
DATA EFFICIENCY
DATA EFFICIENCY
n.
Death; decease; the date of one's death.
n.
That addition to a writing, inscription, coin, etc., which specifies the time (as day, month, and year) when the writing or inscription was given, or executed, or made; as, the date of a letter, of a will, of a deed, of a coin. etc.
a.
Erroneous in date; containing an anachronism.
n.
Prior date; a date antecedent to another which is the actual date.
n.
Assigned end; conclusion.
a.
Being out of date; antiquated.
n.
Given or assigned length of life; dyration.
n. pl.
See Datum.
v. t.
To note or fix the time of, as of an event; to give the date of; as, to date the building of the pyramids.
pl.
of Datum
a.
Without date; having no fixed time.
n.
The fruit of the date palm; also, the date palm itself.
v. t.
To note the time of writing or executing; to express in an instrument the time of its execution; as, to date a letter, a bond, a deed, or a charter.
v. i.
To have beginning; to begin; to be dated or reckoned; -- with from.
n.
A New Zealand forest tree (Metrosideros robusta), also, its hard dark red wood, used by the Maoris for paddles and war clubs.
v. t.
To date erroneously.
n.
The point of time at which a transaction or event takes place, or is appointed to take place; a given point of time; epoch; as, the date of a battle.
p. pr. & vb. n.
of Date
imp. & p. p.
of Date