NGSS Nature of Science Thread:
Scientific Investigations Use A Variety of Methods

The discourse practices of science are organized around disciplinary domains that share exemplars for making decisions regarding the values, instruments, methods, models, and evidence to adopt and use.

Related Science and Engineering Practices

Practice 2: Developing and Using Models

  • Evaluate merits and limitations of two different models of the same proposed tool, process, mechanism or system in order to select or revise a model that best fits the evidence or design criteria.

  • Design a test of a model to ascertain its reliability.

  • Develop, revise, and/or use a model based on evidence to illustrate and/or predict the relationships between systems or between components of a system.

  • Develop and/or use multiple types of models to provide mechanistic accounts and/or predict phenomena, and move flexibly between model types based on merits and limitations.

  • Develop a complex model that allows for manipulation and testing of a proposed process or system.

  • Develop and/or use a model (including mathematical and computational) to generate data to support explanations, predict phenomena, analyze systems, and/or solve problems

Practice 3: Planning and Carrying Out Investigations

  • Plan an investigation or test a design individually and collaboratively to produce data to serve as the basis for evidence as part of building and revising models, supporting explanations for phenomena, or testing solutions to problems. Consider possible confounding variables or effects and evaluate the investigation’s design to ensure variables are controlled.

  • Plan and conduct an investigation individually and collaboratively to produce data to serve as the basis for evidence, and in the design: decide on types, how much, and accuracy of data needed to produce reliable measurements and consider limitations on the precision of the data (e.g., number of trials, cost, risk, time), and refine the design accordingly.

  • Plan and conduct an investigation or test a design solution in a safe and ethical manner including considerations of environmental, social, and personal impacts.

  • Select appropriate tools to collect, record, analyze, and evaluate data.

  • Make directional hypotheses that specify what happens to a dependent variable when an independent variable is manipulated.

  • Manipulate variables and collect data about a complex model of a proposed process or system to identify failure points or improve performance relative to criteria for success or other variables

Practice 4: Analyzing and Interpreting Data

  • Analyze data using tools, technologies, and/or models (e.g., computational, mathematical) in order to make valid and reliable scientific claims or determine an optimal design solution.

  • Apply concepts of statistics and probability (including determining function fits to data, slope, intercept, and correlation coefficient for linear fits) to scientific and engineering questions and problems, using digital tools when feasible.

  • Consider limitations of data analysis (e.g., measurement error, sample selection) when analyzing and interpreting data.

  • Compare and contrast various types of data sets (e.g., self-generated, archival) to examine consistency of measurements and observations.

  • Evaluate the impact of new data on a working explanation and/or model of a proposed process or system.

  • Analyze data to identify design features or characteristics of the components of a proposed process or system to optimize it relative to criteria for success.

Related Crosscutting Concepts

None for this standard.

Performance Expectations and Disciplinary Core Ideas by Subject

Biology

Performance Standards

  • None for Biology

Disciplinary Core Ideas

  • LS1: FROM MOLECULES TO ORGANISMS: STRUCTURE AND PROCESSES

    • LS1.C: Organization for Matter and Energy Flow in Organisms

      • The process of photosynthesis converts light energy to stored chemical energy by converting carbon dioxide plus water into sugars plus released oxygen.

      • The sugar molecules thus formed contain carbon, hydrogen, and oxygen: their hydrocarbon backbones are used to make amino acids and other carbon-based molecules that can be assembled into larger molecules (such as proteins or DNA), used for example to form new cells.

      • As matter and energy flow through different organizational levels of living systems, chemical elements are recombined in different ways to form different products.

      • As a result of these chemical reactions, energy is transferred from one system of interacting molecules to another. Cellular respiration is a chemical process in which the bonds of food molecules and oxygen molecules are broken and new compounds are formed that can transport energy to muscles. Cellular respiration also releases the energy needed to maintain body temperature despite ongoing energy transfer to the surrounding environment.

Chemistry

Performance Standards

  • HS-PS1 – MATTER AND ITS INTERACTIONS

    • HS-PS1-2: Construct and revise an explanation for the outcome of a simple chemical reaction based on the outermost electron states of atoms, trends in the periodic table, and knowledge of the patterns of chemical properties.

  • HS-PS4 – WAVES AND THEIR APPLICATIONS IN TECHNOLOGIES FOR INFORMATION TRANSFER

    • HS-PS4-4: Evaluate the validity and reliability of claims in published materials of the effects that different frequencies of electromagnetic radiation have when absorbed by matter.

Disciplinary Core Ideas

  • None for Chemistry

Physics

Performance Standards

  • HS-PS2 – MOTION AND STABILITY: FORCES AND INTERACTIONS

    • HS-PS2-6: Communicate scientific and technical information about why the molecular-level structure is important in the functioning of designed materials.

  • HS-PS4 – WAVES AND THEIR APPLICATIONS IN TECHNOLOGIES FOR INFORMATION TRANSFER

    • HS-PS4-5: Communicate technical information about how some technological devices use the principles of wave behavior and wave interactions with matter to transmit and capture information and energy.

Disciplinary Core Ideas

  • PS3: ENERGY

    • PS3.B: Conservation of Energy and Energy Transfer

      • Conservation of energy means that the total change of energy in any system is always equal to the total energy transferred into or out of the system.

      • Energy cannot be created or destroyed, but it can be transported from one place to another and transferred between systems.

      • Mathematical expressions, which quantify how the stored energy in a system depends on its configuration (e.g. relative positions of charged particles, compression of a spring) and how kinetic energy depends on mass and speed, allow the concept of conservation of energy to be used to predict and describe system behavior.

      • The availability of energy limits what can occur in any system.

      • Uncontrolled systems always evolve toward more stable states—that is, toward more uniform energy distribution (e.g., water flows downhill, objects hotter than their surrounding environment cool down).

  • PS4: WAVES AND THEIR APPLICATIONS IN TECHNOLOGIES FOR INFORMATION TRANSFER

    • PS4.A: Wave Properties

      • The wavelength and frequency of a wave are related to one another by the speed of travel of the wave, which depends on the type of wave and the medium through which it is passing. (HS-PS4-1)

      • Information can be digitized (e.g., a picture stored as the values of an array of pixels); in this form, it can be stored reliably in computer memory and sent over long distances as a series of wave pulses. (HS-PS4-2),(HS-PS4-5)

    • PS4.C: Information Technologies and Instrumentation

      • Multiple technologies based on the understanding of waves and their interactions with matter are part of everyday experiences in the modern world (e.g., medical imaging, communications, scanners) and in scientific research. They are essential tools for producing, transmitting, and capturing signals and for storing and interpreting the information contained in them.